FIFA 19 COMPLETE PLAYERS DATASET

INNOMATICS RESEARCH LABS

INTERNSHIP HACKATHON - 2021

DATA STORY

This dataset includes lastest edition FIFA 2019 players attributes like:-

Age, Nationality, Overall, Potential, Club, Value, Wage, Preferred Foot, International Reputation, Weak Foot, Skill Moves, Work Rate, Position, Jersey Number, Joined, Loaned From, Contract Valid Until, Height, Weight, LS, ST, RS, LW, LF, CF, RF, RW, LAM, CAM, RAM, LM, LCM, CM, RCM, RM, LWB, LDM, CDM, RDM, RWB, LB, LCB, CB, RCB, RB, Crossing, Finishing, Heading, Accuracy, ShortPassing, Volleys, Dribbling, Curve, FKAccuracy, LongPassing, BallControl, Acceleration, SprintSpeed, Agility, Reactions, Balance, ShotPower, Jumping, Stamina, Strength, LongShots, Aggression, Interceptions, Positioning, Vision, Penalties, Composure, Marking, StandingTackle, SlidingTackle, GKDiving, GKHandling, GKKicking, GKPositioning, GKReflexes, and Release Clause.

INTRODUCTION

FIFA 19 is a football video game developed by Electronic Arts and released on September 28th, 2018 on platforms such as PC, PlayStation, Xbox. In order to provide a realistic and immersive game experience, Electronic Arts creates digital representations of football players based on their skills in the real world as much as possible. Each football player is rated mostly between 0 and 100 in terms of different features which characterizes their playing skills such as shot power, short passing, tackling skills etc. According to an interview made with Michael Mueller-Moehring who is one of the producers of Electronic Arts in charge of rating players in FIFA games, player abilities are determined by cooperation of a network consisting of more than 9000 data reviewers who are actually coaches, professional scouts and football fans actively visiting stadiums to watch many footballers playing and approximately 300 editors working for Electronic Arts who help Mueller-Moehring to assign rating values for the players in the game by utilizing data reviewers’ feedback and stats in real football matches.

AIM OF PROJECT

The aim of this project is to cluster football players playing in FIFA 19 based on their skills and attributes

Fulfilling this aim to some extent can contribute to the following areas: 1.The football specialists such as managers and scouts in the industry (in the real world) can utilize from this analysis as a first step to find and target new players whose skills and attributes are matched with their expectations. Besides, managers can use similarities within and differences between the segments to form different line ups and tactics. Since the FIFA 19 rating information is generated by the experts in the field based on stats and reviews, the related analyses with this dataset are valid for not only the game but also the real world. 2.Gamers who play FIFA 19 modes such as Career and FUT which are simulations of creating and managing a team can utilize from this analysis to enhance their gaming experience similar to the real world example.

About the Dataset

This dataset contains features of around 18,000 football players. Only numerical attributes are usedfor clustering the data.There are 18207 rows and 89 colomns.

Data Attributes

General Information Features

1.Name: Name of the player 2.Age: Age of the player. 3.Height: Height of the player in inches. 4.Overall: General performance quality and value of the player representing the key positional skills and international reputation rated between 1-99. Overall attribute is used only in preprocessing and discussion stages because using it in modelling could lead to domination by this feature. The aim of the project is not basically sort and categorize the players using their overall talent and international reputation, but to cluster them based on using their whole skillset. 5.Potential: Maximum Overall rating expected to be reached by a player in the top of his career rated between 1-99. 6.PreferredFoot: Right or Left. 7.WeakFoot: Represents how well a player uses his weak foot (e.g. left for righties) rated between 1 to 5. 8.WorkRate: Degree of the effort the player puts in terms of attack and defense rated as low, medium and high. 9.Position: Position of the players on the pitch which determines their roles and responsibilities in the team. Forward positions in the football and FIFA 19 can be grouped as striker (ST: center striker, RS: right striker, LS: left striker), forward (CF: center forward, RF: right forward, LF: left forward) and winger (RW: right winger, LW: left winger). The word, forward, is used both as a general term and a special position. Strikers are positioned in front of forwards and wingers and very closed to the opposing goal. Their main responsibilities are attacking and scoring goals, that’s why their ball control, shooting and finishing skills are expected to be well. Center forwards are positioned right behind the strikers. They are expected to receive balls from the others and score assists to the others or goals. In addition to the skills expected from strikers, they have to be good at passing. Right forwards and left forwards are positioned at the right and left of the center forwards with the same expectations. Wingers are positioned near the touchlines to create chances for strikers and forwards from the right and left side of the field by breakthrough and crosses and to score goals. They are expected to be good at dribbling, acceleration, passing and crossing.

Positions on the pitch:

Positional Skill Features

1.ST: Positional skill. Player’s general ability when playing in ST position rated between 1-99. 2.RS: Positional skill. Player’s general ability when playing in in RS position rated between 1-99. 3.LS: Positional skill. Player’s general ability when playing in in LS position rated between 1-99. 4.CF: Positional skill. Player’s general ability when playing in in CF position rated between 1-99. 5.RF: Positional skill. Player’s general ability when playing in in RF position rated between 1-99. 6.LF: Positional skill. Player’s general ability when playing in in LF position rated between 1-99. 7.RW: Positional skill. Player’s general ability when playing in in RW position rated between 1-99. 8.LW: Positional skill. Player’s general ability when playing in in LW position rated between 1-99.

Playing Skill Features

1.Crossing: Crossing skill of the player rated between 1-99. Cross is a long-range pass from wings to center. 2.Finishing: Finishing skill of the player rated between 1-99. Finishing in football refers to finish an attack by scoring a goal. 3.HeadingAccuracy: Player’s accuracy to pass or shoot by using his head rated between 1-99. 4.ShortPassing: Player’s accuracy for short passes rated between 1-99. 5.LongPassing: Player’s accuracy for long passes rated between 1-99. 6.Dribbling: Dribbling skill of the player rated between 1-99. Dribbling is carrying the ball without losing while moving in one particular direction. 7.SprintSpeed: Speed rate of the player rated between 1-99. 8.Acceleration: Shows how fast a player can reach his maximum sprint speed rated between 1-99. 9.FKAccuracy: Player’s accuracy to score free kick goals rated between 1-99. 10.BallControl: Player’s ability to control the ball rated between 1-99. 11.Balance: Player’s ability to remain steady while running, carrying and controlling the ball rated between 1-99. 12.ShotPower: Player’s strength level of shooting the ball rated between 1-99. 13.Jumping: Player’s jumping skill rated between 1-99. 14.Penalties: Player’s accuracy to score goals from penalty rated between 1-99. 15.Strength: Physical strength of the player rated between 1-99. 16.Agility: Gracefulness and quickness of the player while controlling the ball rated between 1-99. 17.Reactions: Acting speed of the player to what happens in his environment rated between 1-99. 18.Aggression: Aggression level of the player while pushing, pulling and tackling rated between 1-99. 19.Positioning: Player’s ability to place himself in the right position to receive the ball or score goals rated between 1-99. 20.Vision: Player’s mental awareness about the other players in the team for passing rated between 1-99. 21.Volleys: Player’s ability to perform volleys rated between 1-99. 22.LongShots: Player’s accuracy of shoots from long distances rated between 1-99. 23.Stamina: Player’s ability to sustain his stamina level during the match rated between 1-99. Players with lower stamina get tired fast. 24.Composure: Player’s ability to control his calmness and frustration during the match rated between 1-99. 25.Curve: Player’s ability to curve the ball while passing or shooting rated between 1-99. 26.Interceptions: Player’s ability to intercept the ball while opposite team’s players are passing rated between 1-99. It is a defensive skill. 27.StandingTackle: Player’s ability to perform tackle (take the ball from the opposite player) while standing rated between 1-99. It is a defensive skill. 28.SlidingTackle: Player’s ability to perform tackle by sliding rated between 1-99. It is a defensive skill. 29.Marking: Player’s ability to apply strategies to prevent opposing team from taking the ball rated between 1-99. It is a defensive skill.

DESCRIPTION

Football dataset is always an interesting topic to be analysed, as the fans of Football always look for updates, and informations. Football is a champion game loved by every age as it teaches discipline , work ethic, teamwork qualities etc...

OBJECTIVES

In this hackathon, we are expected to perform the following tasks:

Task 1 - Data Visualization and Data Preparation

Task 2 - K Means

Task 3 - Hierarchical Clustering

Task 4 - DBScan

CONTENTS:

1. Description 2. Learning 3. Package Used 4. Reading the data file 5. Checking shape of data 6. First five records 7. Columns of dataset 8. Summary of dataset 9. Data types of attributes 10. Finding levels of attributes 11. Removing spaces from column 12. Dropping of Unnamed column 13. Finding the missing values 14. Dropping of insignificant columns !5. Conversion of attributes in date type 16. Feature Engineering- Removing special characters from wage,value,release clause, weight 17. Conversion Of height from feet to inches 18. Imputed the missing values with median in the column joined and Contract Valid Until 19. Created new feature Contract_Period by taking the difference of 'Joined_Year' and 'CVU_Year' 20. Handling the columns with operators (+) 21. Imputation of columns consisting operator (+) with median 22. Imputation with median in all numeric columns which are left for imputation 23. Reducing level in Position- DEFENDING, MIDFIELD, ATTACKING,GOALKEEPER 24. Analysed Top 10 Talented players 25. Outliers Detection in few columns of dataset 26. Data Visualisations 27. Clustering 28. Agglomerative clustering 29. K- means clustering 30. DBScan

LET'S GO..................

IMPORT LIBRARIES

import os 
import pandas as pd
import numpy as np
import seaborn as sns 
import matplotlib.pyplot as plt
import scipy as sp
import re
import os
import time
%matplotlib inline
from sklearn.cluster import KMeans
from sklearn.preprocessing  import scale
import warnings
warnings.filterwarnings('ignore')

LOADING THE DATA

data = pd.read_csv('football_data.csv')

CHECK THE SHAPE

data.shape

(18207, 89)

See the first five records

data.head()

	Unnamed: 0	ID	Name	Age	Photo	Nationality	Flag	Overall	Potential	Club	Club Logo	Value	Wage	Special	Preferred Foot	International Reputation	Weak Foot	Skill Moves	Work Rate	Body Type	Real Face	Position	Jersey Number	Joined	Loaned From	Contract Valid Until	Height	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	Release Clause
0	0	158023	L. Messi	31	https://cdn.sofifa.org/players/4/19/158023.png	Argentina	https://cdn.sofifa.org/flags/52.png	94	94	FC Barcelona	https://cdn.sofifa.org/teams/2/light/241.png	€110.5M	€565K	2202	Left	5.0	4.0	4.0	Medium/ Medium	Messi	Yes	RF	10.0	Jul 1, 2004	NaN	2021	5'7	159lbs	88+2	88+2	88+2	92+2	93+2	93+2	93+2	92+2	93+2	93+2	93+2	91+2	84+2	84+2	84+2	91+2	64+2	61+2	61+2	61+2	64+2	59+2	47+2	47+2	47+2	59+2	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	€226.5M
1	1	20801	Cristiano Ronaldo	33	https://cdn.sofifa.org/players/4/19/20801.png	Portugal	https://cdn.sofifa.org/flags/38.png	94	94	Juventus	https://cdn.sofifa.org/teams/2/light/45.png	€77M	€405K	2228	Right	5.0	4.0	5.0	High/ Low	C. Ronaldo	Yes	ST	7.0	Jul 10, 2018	NaN	2022	6'2	183lbs	91+3	91+3	91+3	89+3	90+3	90+3	90+3	89+3	88+3	88+3	88+3	88+3	81+3	81+3	81+3	88+3	65+3	61+3	61+3	61+3	65+3	61+3	53+3	53+3	53+3	61+3	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	€127.1M
2	2	190871	Neymar Jr	26	https://cdn.sofifa.org/players/4/19/190871.png	Brazil	https://cdn.sofifa.org/flags/54.png	92	93	Paris Saint-Germain	https://cdn.sofifa.org/teams/2/light/73.png	€118.5M	€290K	2143	Right	5.0	5.0	5.0	High/ Medium	Neymar	Yes	LW	10.0	Aug 3, 2017	NaN	2022	5'9	150lbs	84+3	84+3	84+3	89+3	89+3	89+3	89+3	89+3	89+3	89+3	89+3	88+3	81+3	81+3	81+3	88+3	65+3	60+3	60+3	60+3	65+3	60+3	47+3	47+3	47+3	60+3	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	€228.1M
3	3	193080	De Gea	27	https://cdn.sofifa.org/players/4/19/193080.png	Spain	https://cdn.sofifa.org/flags/45.png	91	93	Manchester United	https://cdn.sofifa.org/teams/2/light/11.png	€72M	€260K	1471	Right	4.0	3.0	1.0	Medium/ Medium	Lean	Yes	GK	1.0	Jul 1, 2011	NaN	2020	6'4	168lbs	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	€138.6M
4	4	192985	K. De Bruyne	27	https://cdn.sofifa.org/players/4/19/192985.png	Belgium	https://cdn.sofifa.org/flags/7.png	91	92	Manchester City	https://cdn.sofifa.org/teams/2/light/10.png	€102M	€355K	2281	Right	4.0	5.0	4.0	High/ High	Normal	Yes	RCM	7.0	Aug 30, 2015	NaN	2023	5'11	154lbs	82+3	82+3	82+3	87+3	87+3	87+3	87+3	87+3	88+3	88+3	88+3	88+3	87+3	87+3	87+3	88+3	77+3	77+3	77+3	77+3	77+3	73+3	66+3	66+3	66+3	73+3	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	€196.4M

Columns Of The dataset

data.columns

Index(['Unnamed: 0', 'ID', 'Name', 'Age', 'Photo', 'Nationality', 'Flag', 'Overall', 'Potential', 'Club', 'Club Logo', 'Value', 'Wage', 'Special', 'Preferred Foot', 'International Reputation', 'Weak Foot', 'Skill Moves', 'Work Rate', 'Body Type', 'Real Face', 'Position', 'Jersey Number', 'Joined', 'Loaned From', 'Contract Valid Until', 'Height', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes',
       'Release Clause'],
      dtype='object')

Check The Summary

data.describe()

	Unnamed: 0	ID	Age	Overall	Potential	Special	International Reputation	Weak Foot	Skill Moves	Jersey Number	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes
count	18207.000000	18207.000000	18207.000000	18207.000000	18207.000000	18207.000000	18159.000000	18159.000000	18159.000000	18147.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000	18159.000000
mean	9103.000000	214298.338606	25.122206	66.238699	71.307299	1597.809908	1.113222	2.947299	2.361308	19.546096	49.734181	45.550911	52.298144	58.686712	42.909026	55.371001	47.170824	42.863153	52.711933	58.369459	64.614076	64.726967	63.503607	61.836610	63.966573	55.460047	65.089432	63.219946	65.311967	47.109973	55.868991	46.698276	49.958478	53.400903	48.548598	58.648274	47.281623	47.697836	45.661435	16.616223	16.391596	16.232061	16.388898	16.710887
std	5256.052511	29965.244204	4.669943	6.908930	6.136496	272.586016	0.394031	0.660456	0.756164	15.947765	18.364524	19.525820	17.379909	14.699495	17.694408	18.910371	18.395264	17.478763	15.327870	16.686595	14.927780	14.649953	14.766049	9.010464	14.136166	17.237958	11.820044	15.894741	12.557000	19.260524	17.367967	20.696909	19.529036	14.146881	15.704053	11.436133	19.904397	21.664004	21.289135	17.695349	16.906900	16.502864	17.034669	17.955119
min	0.000000	16.000000	16.000000	46.000000	48.000000	731.000000	1.000000	1.000000	1.000000	1.000000	5.000000	2.000000	4.000000	7.000000	4.000000	4.000000	6.000000	3.000000	9.000000	5.000000	12.000000	12.000000	14.000000	21.000000	16.000000	2.000000	15.000000	12.000000	17.000000	3.000000	11.000000	3.000000	2.000000	10.000000	5.000000	3.000000	3.000000	2.000000	3.000000	1.000000	1.000000	1.000000	1.000000	1.000000
25%	4551.500000	200315.500000	21.000000	62.000000	67.000000	1457.000000	1.000000	3.000000	2.000000	8.000000	38.000000	30.000000	44.000000	54.000000	30.000000	49.000000	34.000000	31.000000	43.000000	54.000000	57.000000	57.000000	55.000000	56.000000	56.000000	45.000000	58.000000	56.000000	58.000000	33.000000	44.000000	26.000000	38.000000	44.000000	39.000000	51.000000	30.000000	27.000000	24.000000	8.000000	8.000000	8.000000	8.000000	8.000000
50%	9103.000000	221759.000000	25.000000	66.000000	71.000000	1635.000000	1.000000	3.000000	2.000000	17.000000	54.000000	49.000000	56.000000	62.000000	44.000000	61.000000	48.000000	41.000000	56.000000	63.000000	67.000000	67.000000	66.000000	62.000000	66.000000	59.000000	66.000000	66.000000	67.000000	51.000000	59.000000	52.000000	55.000000	55.000000	49.000000	60.000000	53.000000	55.000000	52.000000	11.000000	11.000000	11.000000	11.000000	11.000000
75%	13654.500000	236529.500000	28.000000	71.000000	75.000000	1787.000000	1.000000	3.000000	3.000000	26.000000	64.000000	62.000000	64.000000	68.000000	57.000000	68.000000	62.000000	57.000000	64.000000	69.000000	75.000000	75.000000	74.000000	68.000000	74.000000	68.000000	73.000000	74.000000	74.000000	62.000000	69.000000	64.000000	64.000000	64.000000	60.000000	67.000000	64.000000	66.000000	64.000000	14.000000	14.000000	14.000000	14.000000	14.000000
max	18206.000000	246620.000000	45.000000	94.000000	95.000000	2346.000000	5.000000	5.000000	5.000000	99.000000	93.000000	95.000000	94.000000	93.000000	90.000000	97.000000	94.000000	94.000000	93.000000	96.000000	97.000000	96.000000	96.000000	96.000000	96.000000	95.000000	95.000000	96.000000	97.000000	94.000000	95.000000	92.000000	95.000000	94.000000	92.000000	96.000000	94.000000	93.000000	91.000000	90.000000	92.000000	91.000000	90.000000	94.000000

Display data type

pd.set_option('display.max_rows', None)

data.dtypes

Unnamed: 0                    int64
ID                            int64
Name                         object
Age                           int64
Photo                        object
Nationality                  object
Flag                         object
Overall                       int64
Potential                     int64
Club                         object
Club Logo                    object
Value                        object
Wage                         object
Special                       int64
Preferred Foot               object
International Reputation    float64
Weak Foot                   float64
Skill Moves                 float64
Work Rate                    object
Body Type                    object
Real Face                    object
Position                     object
Jersey Number               float64
Joined                       object
Loaned From                  object
Contract Valid Until         object
Height                       object
Weight                       object
LS                           object
ST                           object
RS                           object
LW                           object
LF                           object
CF                           object
RF                           object
RW                           object
LAM                          object
CAM                          object
RAM                          object
LM                           object
LCM                          object
CM                           object
RCM                          object
RM                           object
LWB                          object
LDM                          object
CDM                          object
RDM                          object
RWB                          object
LB                           object
LCB                          object
CB                           object
RCB                          object
RB                           object
Crossing                    float64
Finishing                   float64
HeadingAccuracy             float64
ShortPassing                float64
Volleys                     float64
Dribbling                   float64
Curve                       float64
FKAccuracy                  float64
LongPassing                 float64
BallControl                 float64
Acceleration                float64
SprintSpeed                 float64
Agility                     float64
Reactions                   float64
Balance                     float64
ShotPower                   float64
Jumping                     float64
Stamina                     float64
Strength                    float64
LongShots                   float64
Aggression                  float64
Interceptions               float64
Positioning                 float64
Vision                      float64
Penalties                   float64
Composure                   float64
Marking                     float64
StandingTackle              float64
SlidingTackle               float64
GKDiving                    float64
GKHandling                  float64
GKKicking                   float64
GKPositioning               float64
GKReflexes                  float64
Release Clause               object
dtype: object

Finding the levels of attributes

data.nunique()

Unnamed: 0                  18207
ID                          18207
Name                        17194
Age                            29
Photo                       18207
Nationality                   164
Flag                          164
Overall                        48
Potential                      47
Club                          651
Club Logo                     679
Value                         217
Wage                          144
Special                      1422
Preferred Foot                  2
International Reputation        5
Weak Foot                       5
Skill Moves                     5
Work Rate                       9
Body Type                      10
Real Face                       2
Position                       27
Jersey Number                  99
Joined                       1736
Loaned From                   341
Contract Valid Until           36
Height                         21
Weight                         57
LS                             93
ST                             93
RS                             93
LW                            105
LF                            102
CF                            102
RF                            102
RW                            105
LAM                           101
CAM                           101
RAM                           101
LM                            100
LCM                            92
CM                             92
RCM                            92
RM                            100
LWB                            95
LDM                            99
CDM                            99
RDM                            99
RWB                            95
LB                             98
LCB                           108
CB                            108
RCB                           108
RB                             98
Crossing                       89
Finishing                      93
HeadingAccuracy                91
ShortPassing                   85
Volleys                        87
Dribbling                      94
Curve                          89
FKAccuracy                     90
LongPassing                    84
BallControl                    90
Acceleration                   86
SprintSpeed                    85
Agility                        81
Reactions                      68
Balance                        81
ShotPower                      92
Jumping                        74
Stamina                        85
Strength                       74
LongShots                      92
Aggression                     85
Interceptions                  89
Positioning                    94
Vision                         85
Penalties                      87
Composure                      84
Marking                        92
StandingTackle                 90
SlidingTackle                  88
GKDiving                       71
GKHandling                     70
GKKicking                      79
GKPositioning                  79
GKReflexes                     76
Release Clause               1244
dtype: int64

Removing spaces from columns

data.columns = [c.replace(' ', '') for c in data.columns]

data.columns

Index(['Unnamed:0', 'ID', 'Name', 'Age', 'Photo', 'Nationality', 'Flag', 'Overall', 'Potential', 'Club', 'ClubLogo', 'Value', 'Wage', 'Special', 'PreferredFoot', 'InternationalReputation', 'WeakFoot', 'SkillMoves', 'WorkRate', 'BodyType', 'RealFace', 'Position', 'JerseyNumber', 'Joined', 'LoanedFrom', 'ContractValidUntil', 'Height', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause'], dtype='object')

Dropping the unnamed column

data.drop("Unnamed:0",axis=1,inplace=True)
data.head()

	ID	Name	Age	Photo	Nationality	Flag	Overall	Potential	Club	ClubLogo	Value	Wage	Special	PreferredFoot	InternationalReputation	WeakFoot	SkillMoves	WorkRate	BodyType	RealFace	Position	JerseyNumber	Joined	LoanedFrom	ContractValidUntil	Height	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause
0	158023	L. Messi	31	https://cdn.sofifa.org/players/4/19/158023.png	Argentina	https://cdn.sofifa.org/flags/52.png	94	94	FC Barcelona	https://cdn.sofifa.org/teams/2/light/241.png	€110.5M	€565K	2202	Left	5.0	4.0	4.0	Medium/ Medium	Messi	Yes	RF	10.0	Jul 1, 2004	NaN	2021	5'7	159lbs	88+2	88+2	88+2	92+2	93+2	93+2	93+2	92+2	93+2	93+2	93+2	91+2	84+2	84+2	84+2	91+2	64+2	61+2	61+2	61+2	64+2	59+2	47+2	47+2	47+2	59+2	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	€226.5M
1	20801	Cristiano Ronaldo	33	https://cdn.sofifa.org/players/4/19/20801.png	Portugal	https://cdn.sofifa.org/flags/38.png	94	94	Juventus	https://cdn.sofifa.org/teams/2/light/45.png	€77M	€405K	2228	Right	5.0	4.0	5.0	High/ Low	C. Ronaldo	Yes	ST	7.0	Jul 10, 2018	NaN	2022	6'2	183lbs	91+3	91+3	91+3	89+3	90+3	90+3	90+3	89+3	88+3	88+3	88+3	88+3	81+3	81+3	81+3	88+3	65+3	61+3	61+3	61+3	65+3	61+3	53+3	53+3	53+3	61+3	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	€127.1M
2	190871	Neymar Jr	26	https://cdn.sofifa.org/players/4/19/190871.png	Brazil	https://cdn.sofifa.org/flags/54.png	92	93	Paris Saint-Germain	https://cdn.sofifa.org/teams/2/light/73.png	€118.5M	€290K	2143	Right	5.0	5.0	5.0	High/ Medium	Neymar	Yes	LW	10.0	Aug 3, 2017	NaN	2022	5'9	150lbs	84+3	84+3	84+3	89+3	89+3	89+3	89+3	89+3	89+3	89+3	89+3	88+3	81+3	81+3	81+3	88+3	65+3	60+3	60+3	60+3	65+3	60+3	47+3	47+3	47+3	60+3	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	€228.1M
3	193080	De Gea	27	https://cdn.sofifa.org/players/4/19/193080.png	Spain	https://cdn.sofifa.org/flags/45.png	91	93	Manchester United	https://cdn.sofifa.org/teams/2/light/11.png	€72M	€260K	1471	Right	4.0	3.0	1.0	Medium/ Medium	Lean	Yes	GK	1.0	Jul 1, 2011	NaN	2020	6'4	168lbs	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	€138.6M
4	192985	K. De Bruyne	27	https://cdn.sofifa.org/players/4/19/192985.png	Belgium	https://cdn.sofifa.org/flags/7.png	91	92	Manchester City	https://cdn.sofifa.org/teams/2/light/10.png	€102M	€355K	2281	Right	4.0	5.0	4.0	High/ High	Normal	Yes	RCM	7.0	Aug 30, 2015	NaN	2023	5'11	154lbs	82+3	82+3	82+3	87+3	87+3	87+3	87+3	87+3	88+3	88+3	88+3	88+3	87+3	87+3	87+3	88+3	77+3	77+3	77+3	77+3	77+3	73+3	66+3	66+3	66+3	73+3	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	€196.4M

Finding the missing values

data.isnull().sum()

ID                             0
Name                           0
Age                            0
Photo                          0
Nationality                    0
Flag                           0
Overall                        0
Potential                      0
Club                         241
ClubLogo                       0
Value                          0
Wage                           0
Special                        0
PreferredFoot                 48
InternationalReputation       48
WeakFoot                      48
SkillMoves                    48
WorkRate                      48
BodyType                      48
RealFace                      48
Position                      60
JerseyNumber                  60
Joined                      1553
LoanedFrom                 16943
ContractValidUntil           289
Height                        48
Weight                        48
LS                          2085
ST                          2085
RS                          2085
LW                          2085
LF                          2085
CF                          2085
RF                          2085
RW                          2085
LAM                         2085
CAM                         2085
RAM                         2085
LM                          2085
LCM                         2085
CM                          2085
RCM                         2085
RM                          2085
LWB                         2085
LDM                         2085
CDM                         2085
RDM                         2085
RWB                         2085
LB                          2085
LCB                         2085
CB                          2085
RCB                         2085
RB                          2085
Crossing                      48
Finishing                     48
HeadingAccuracy               48
ShortPassing                  48
Volleys                       48
Dribbling                     48
Curve                         48
FKAccuracy                    48
LongPassing                   48
BallControl                   48
Acceleration                  48
SprintSpeed                   48
Agility                       48
Reactions                     48
Balance                       48
ShotPower                     48
Jumping                       48
Stamina                       48
Strength                      48
LongShots                     48
Aggression                    48
Interceptions                 48
Positioning                   48
Vision                        48
Penalties                     48
Composure                     48
Marking                       48
StandingTackle                48
SlidingTackle                 48
GKDiving                      48
GKHandling                    48
GKKicking                     48
GKPositioning                 48
GKReflexes                    48
ReleaseClause               1564
dtype: int64

Dropping of insignificant columns

data.drop(['Photo','Flag','JerseyNumber','ClubLogo','LoanedFrom'], inplace=True,axis=1)

data.columns

Index(['ID', 'Name', 'Age', 'Nationality', 'Overall', 'Potential', 'Club', 'Value', 'Wage', 'Special', 'PreferredFoot', 'InternationalReputation', 'WeakFoot', 'SkillMoves', 'WorkRate', 'BodyType', 'RealFace', 'Position', 'Joined', 'ContractValidUntil', 'Height', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause'], dtype='object')

Convert all attribute to appropriate type

Conversion of date time atributes to their proper data type

data['Joined'] = data['Joined'].astype('datetime64[ns]')
data['ContractValidUntil'] = data['ContractValidUntil'].astype('datetime64[ns]')
data.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 18207 entries, 0 to 18206
Data columns (total 83 columns):
ID                         18207 non-null int64
Name                       18207 non-null object
Age                        18207 non-null int64
Nationality                18207 non-null object
Overall                    18207 non-null int64
Potential                  18207 non-null int64
Club                       17966 non-null object
Value                      18207 non-null object
Wage                       18207 non-null object
Special                    18207 non-null int64
PreferredFoot              18159 non-null object
InternationalReputation    18159 non-null float64
WeakFoot                   18159 non-null float64
SkillMoves                 18159 non-null float64
WorkRate                   18159 non-null object
BodyType                   18159 non-null object
RealFace                   18159 non-null object
Position                   18147 non-null object
Joined                     16654 non-null datetime64[ns]
ContractValidUntil         17918 non-null datetime64[ns]
Height                     18159 non-null object
Weight                     18159 non-null object
LS                         16122 non-null object
ST                         16122 non-null object
RS                         16122 non-null object
LW                         16122 non-null object
LF                         16122 non-null object
CF                         16122 non-null object
RF                         16122 non-null object
RW                         16122 non-null object
LAM                        16122 non-null object
CAM                        16122 non-null object
RAM                        16122 non-null object
LM                         16122 non-null object
LCM                        16122 non-null object
CM                         16122 non-null object
RCM                        16122 non-null object
RM                         16122 non-null object
LWB                        16122 non-null object
LDM                        16122 non-null object
CDM                        16122 non-null object
RDM                        16122 non-null object
RWB                        16122 non-null object
LB                         16122 non-null object
LCB                        16122 non-null object
CB                         16122 non-null object
RCB                        16122 non-null object
RB                         16122 non-null object
Crossing                   18159 non-null float64
Finishing                  18159 non-null float64
HeadingAccuracy            18159 non-null float64
ShortPassing               18159 non-null float64
Volleys                    18159 non-null float64
Dribbling                  18159 non-null float64
Curve                      18159 non-null float64
FKAccuracy                 18159 non-null float64
LongPassing                18159 non-null float64
BallControl                18159 non-null float64
Acceleration               18159 non-null float64
SprintSpeed                18159 non-null float64
Agility                    18159 non-null float64
Reactions                  18159 non-null float64
Balance                    18159 non-null float64
ShotPower                  18159 non-null float64
Jumping                    18159 non-null float64
Stamina                    18159 non-null float64
Strength                   18159 non-null float64
LongShots                  18159 non-null float64
Aggression                 18159 non-null float64
Interceptions              18159 non-null float64
Positioning                18159 non-null float64
Vision                     18159 non-null float64
Penalties                  18159 non-null float64
Composure                  18159 non-null float64
Marking                    18159 non-null float64
StandingTackle             18159 non-null float64
SlidingTackle              18159 non-null float64
GKDiving                   18159 non-null float64
GKHandling                 18159 non-null float64
GKKicking                  18159 non-null float64
GKPositioning              18159 non-null float64
GKReflexes                 18159 non-null float64
ReleaseClause              16643 non-null object
dtypes: datetime64[ns](2), float64(37), int64(5), object(39)
memory usage: 11.5+ MB

Feature Engineering

Some Analysis and Findings on Wage:

1.Wage is in String Data type. 2.Some Wage values is in form €amountK (Starting with € and end with K) 3.All the values are not having K at the end. 4.So at first we have to remove € and K and transform Wedge value into numeric value.

data["Wage"].head()

0    €565K
1    €405K
2    €290K
3    €260K
4    €355K
Name: Wage, dtype: object

Let us remove € and K

data.Wage = data.Wage.str.replace("€","")
data.Wage = data.Wage.str.replace("K","").astype("float")
data.Wage.head() 

0    565.0
1    405.0
2    290.0
3    260.0
4    355.0
Name: Wage, dtype: float64

Some Analysis and Findings on ReleaseClause

1.ReleaseClause is in String Data type. 2.Some ReleaseClause values is in form €amountK or €amountM (Starting with € and end with K or Starting with € and end M) 3.All the values are not having K or M at the end. 4.So at first we have to remove €, K and M and transform value into numeric value.

data["ReleaseClause"].head()

0    €226.5M
1    €127.1M
2    €228.1M
3    €138.6M
4    €196.4M
Name: ReleaseClause, dtype: object

Let us remove €, M and K

data.ReleaseClause = data.ReleaseClause.str.replace("€","")
data.ReleaseClause = data.ReleaseClause.str.replace("K","").astype("object")
data.ReleaseClause = data.ReleaseClause.str.replace("M","").astype("object")
data.ReleaseClause.head() 

0    226.5
1    127.1
2    228.1
3    138.6
4    196.4
Name: ReleaseClause, dtype: object

Some Analysis and Findings on Value

1.Value is in String Data type. 2.Some values is in form €amountK or €amountM (Starting with € and end with K or Starting with € and end M) 3.All the values are not having K or M at the end. 4.So at first we have to remove €, K and M and transform value into numeric value.

data["Value"].head()

0    €110.5M
1       €77M
2    €118.5M
3       €72M
4      €102M
Name: Value, dtype: object

Let us remove €, M and K

data.Value = data.Value.str.replace("€","")
data.Value = data.Value.str.replace("K","").astype("object")
data.Value = data.Value.str.replace("M","").astype("object")
data.Value.head() 

0    110.5
1       77
2    118.5
3       72
4      102
Name: Value, dtype: object

Some Analysis and Findings on Weight

1.Weight is in String Data type. 2.Values is in form lbs (Starting with number and end with lbs) 3.So at first we have to remove lbs.

data["Weight"].head()

0    159lbs
1    183lbs
2    150lbs
3    168lbs
4    154lbs
Name: Weight, dtype: object

Let us remove lbs

data.Weight = data.Weight.str.replace("lbs","")
data.Weight.head() 

0    159
1    183
2    150
3    168
4    154
Name: Weight, dtype: object

data.Height.value_counts()

6'0     2881
5'10    2479
5'9     2238
5'11    2159
6'2     2015
6'1     1908
6'3      990
5'8      946
5'7      905
6'4      749
5'6      316
6'5      246
5'5      145
6'6       93
5'4       30
6'7       21
5'3       18
6'8       10
5'2        5
5'1        3
6'9        2
Name: Height, dtype: int64

miss_height = data[data['Height'].isnull()].index.tolist()
miss_weight = data[data['Weight'].isnull()].index.tolist()

print(miss_height)

#check if the dataset contain the completly empty rows 
if miss_height == miss_weight:
    print('Yes,empty rows exist😐😐')
else:
    print('Not found 😃😃')

[13236, 13237, 13238, 13239, 13240, 13241, 13242, 13243, 13244, 13245, 13246, 13247, 13248, 13249, 13250, 13251, 13252, 13253, 13254, 13255, 13256, 13257, 13258, 13259, 13260, 13261, 13262, 13263, 13264, 13265, 13266, 13267, 13268, 13269, 13270, 13271, 13272, 13273, 13274, 13275, 13276, 13277, 13278, 13279, 13280, 13281, 13282, 13283]
Yes,empty rows exist😐😐

print(miss_weight)

[13236, 13237, 13238, 13239, 13240, 13241, 13242, 13243, 13244, 13245, 13246, 13247, 13248, 13249, 13250, 13251, 13252, 13253, 13254, 13255, 13256, 13257, 13258, 13259, 13260, 13261, 13262, 13263, 13264, 13265, 13266, 13267, 13268, 13269, 13270, 13271, 13272, 13273, 13274, 13275, 13276, 13277, 13278, 13279, 13280, 13281, 13282, 13283]

Dropping the rows with missing values in height

#lets remove them 
data.drop(data.index[miss_height],inplace=True)

Conversion of height from feet to inches

def parse_ht(ht):
    # format: 7' 0.0"
    ht_ = ht.split("'")
    ft_ = float(ht_[0])
    #in_ = float(ht_[1].replace("\"",""))
    in_ = float(ht_[1])
    return (12*ft_) + in_

data['Height'] = data["Height"].apply(lambda x:parse_ht(x)).astype('int64')
data.rename(columns={'Height': 'Height in inches'}, inplace=True)
print(data['Height in inches'])

0        67
1        74
2        69
3        76
4        71
5        68
6        68
7        72
8        72
9        74
10       72
11       72
12       74
13       68
14       66
15       70
16       74
17       69
18       74
19       78
20       74
21       73
22       76
23       68
24       74
25       70
26       69
27       73
28       71
29       64
30       69
31       71
32       68
33       74
34       75
35       69
36       73
37       74
38       73
39       72
40       76
41       76
42       72
43       71
44       74
45       76
46       73
47       75
48       73
49       67
50       67
51       74
52       72
53       72
54       76
55       72
56       68
57       74
58       69
59       76
60       67
61       71
62       75
63       65
64       71
65       68
66       73
67       69
68       71
69       70
70       75
71       73
72       70
73       74
74       71
75       70
76       67
77       74
78       75
79       72
80       68
81       75
82       69
83       72
84       70
85       71
86       69
87       69
88       74
89       72
90       72
91       72
92       77
93       67
94       69
95       76
96       71
97       73
98       76
99       74
100      74
101      69
102      78
103      71
104      73
105      73
106      72
107      75
108      74
109      77
110      74
111      73
112      71
113      74
114      70
115      77
116      72
117      74
118      74
119      72
120      74
121      71
122      70
123      68
124      69
125      72
126      72
127      74
128      74
129      70
130      69
131      75
132      76
133      76
134      70
135      72
136      71
137      70
138      71
139      75
140      69
141      74
142      69
143      74
144      69
145      71
146      73
147      74
148      70
149      74
150      75
151      65
152      74
153      69
154      71
155      70
156      69
157      70
158      73
159      74
160      74
161      68
162      71
163      67
164      70
165      77
166      75
167      71
168      76
169      74
170      69
171      71
172      68
173      71
174      71
175      75
176      69
177      73
178      70
179      69
180      73
181      74
182      74
183      69
184      74
185      69
186      69
187      74
188      71
189      76
190      69
191      76
192      70
193      72
194      70
195      70
196      75
197      74
198      69
199      70
200      74
201      75
202      75
203      73
204      77
205      70
206      74
207      74
208      68
209      74
210      78
211      67
212      75
213      75
214      72
215      76
216      73
217      70
218      73
219      70
220      73
221      67
222      75
223      72
224      74
225      77
226      74
227      75
228      67
229      77
230      69
231      71
232      75
233      68
234      70
235      66
236      68
237      74
238      72
239      73
240      70
241      70
242      71
243      73
244      73
245      75
246      72
247      72
248      74
249      73
250      67
251      70
252      71
253      70
254      69
255      73
256      68
257      75
258      68
259      76
260      75
261      77
262      74
263      69
264      74
265      74
266      73
267      67
268      72
269      69
270      71
271      72
272      67
273      72
274      77
275      74
276      74
277      73
278      72
279      78
280      69
281      72
282      74
283      67
284      71
285      74
286      68
287      77
288      69
289      72
290      70
291      74
292      73
293      64
294      76
295      68
296      72
297      71
298      72
299      72
300      75
301      76
302      69
303      77
304      76
305      74
306      67
307      74
308      76
309      76
310      77
311      73
312      74
313      70
314      68
315      69
316      72
317      77
318      73
319      73
320      67
321      70
322      74
323      71
324      70
325      70
326      74
327      73
328      70
329      69
330      71
331      67
332      67
333      71
334      73
335      67
336      74
337      70
338      76
339      72
340      71
341      69
342      67
343      67
344      72
345      67
346      71
347      71
348      72
349      74
350      73
351      70
352      73
353      75
354      71
355      69
356      72
357      73
358      72
359      73
360      75
361      70
362      69
363      73
364      73
365      71
366      67
367      67
368      74
369      67
370      67
371      68
372      77
373      76
374      72
375      68
376      70
377      76
378      71
379      69
380      66
381      74
382      71
383      73
384      70
385      75
386      74
387      74
388      73
389      66
390      72
391      73
392      72
393      71
394      71
395      72
396      69
397      70
398      73
399      71
400      75
401      67
402      69
403      71
404      72
405      69
406      72
407      69
408      70
409      69
410      74
411      70
412      73
413      74
414      71
415      69
416      71
417      69
418      69
419      70
420      70
421      71
422      74
423      73
424      73
425      72
426      74
427      69
428      68
429      71
430      71
431      74
432      74
433      74
434      74
435      70
436      68
437      71
438      74
439      74
440      69
441      71
442      72
443      68
444      74
445      67
446      71
447      73
448      72
449      70
450      74
451      75
452      71
453      71
454      71
455      75
456      75
457      65
458      67
459      70
460      73
461      72
462      74
463      79
464      70
465      72
466      77
467      78
468      76
469      70
470      74
471      72
472      73
473      70
474      71
475      70
476      73
477      70
478      72
479      70
480      72
481      69
482      69
483      76
484      73
485      71
486      75
487      69
488      73
489      71
490      71
491      72
492      72
493      75
494      71
495      74
496      72
497      71
498      69
499      74
500      75
501      67
502      70
503      70
504      74
505      72
506      72
507      70
508      72
509      76
510      71
511      73
512      76
513      72
514      69
515      70
516      75
517      70
518      71
519      69
520      70
521      70
522      70
523      68
524      71
525      72
526      76
527      72
528      70
529      71
530      72
531      69
532      75
533      72
534      76
535      69
536      71
537      74
538      76
539      74
540      74
541      73
542      69
543      71
544      77
545      66
546      67
547      69
548      76
549      70
550      72
551      74
552      69
553      73
554      73
555      70
556      73
557      69
558      69
559      71
560      71
561      69
562      72
563      69
564      73
565      74
566      72
567      70
568      74
569      73
570      70
571      76
572      73
573      72
574      70
575      70
576      73
577      71
578      73
579      69
580      73
581      69
582      65
583      73
584      74
585      73
586      71
587      74
588      72
589      68
590      72
591      72
592      70
593      72
594      73
595      70
596      68
597      72
598      68
599      68
600      69
601      67
602      68
603      69
604      71
605      73
606      72
607      73
608      70
609      76
610      73
611      72
612      73
613      69
614      73
615      67
616      72
617      75
618      67
619      76
620      74
621      72
622      70
623      70
624      67
625      71
626      69
627      67
628      74
629      74
630      69
631      72
632      72
633      72
634      77
635      72
636      72
637      70
638      72
639      77
640      70
641      73
642      69
643      76
644      70
645      72
646      73
647      72
648      70
649      71
650      74
651      71
652      72
653      71
654      73
655      69
656      70
657      73
658      67
659      72
660      69
661      73
662      71
663      71
664      70
665      69
666      76
667      72
668      72
669      68
670      75
671      68
672      76
673      74
674      70
675      68
676      70
677      70
678      72
679      68
680      74
681      70
682      74
683      70
684      69
685      69
686      72
687      67
688      71
689      74
690      75
691      74
692      74
693      72
694      70
695      69
696      72
697      75
698      68
699      73
700      76
701      74
702      72
703      76
704      78
705      71
706      70
707      72
708      69
709      70
710      74
711      70
712      74
713      68
714      72
715      70
716      73
717      69
718      77
719      69
720      69
721      74
722      75
723      72
724      76
725      67
726      74
727      73
728      69
729      69
730      71
731      65
732      72
733      66
734      76
735      71
736      70
737      74
738      69
739      69
740      66
741      73
742      70
743      72
744      69
745      70
746      73
747      74
748      64
749      74
750      68
751      71
752      70
753      71
754      72
755      74
756      70
757      72
758      75
759      73
760      76
761      68
762      78
763      75
764      69
765      71
766      68
767      77
768      75
769      73
770      69
771      71
772      71
773      71
774      67
775      69
776      69
777      71
778      69
779      76
780      72
781      76
782      74
783      74
784      70
785      73
786      70
787      73
788      74
789      73
790      70
791      74
792      75
793      72
794      74
795      68
796      68
797      70
798      75
799      70
800      72
801      74
802      66
803      73
804      69
805      71
806      72
807      70
808      73
809      73
810      74
811      71
812      76
813      68
814      72
815      72
816      71
817      72
818      74
819      72
820      72
821      74
822      70
823      74
824      74
825      71
826      70
827      73
828      68
829      69
830      74
831      74
832      71
833      72
834      70
835      69
836      67
837      72
838      73
839      74
840      74
841      70
842      76
843      73
844      73
845      73
846      72
847      71
848      70
849      72
850      74
851      73
852      67
853      71
854      67
855      73
856      70
857      69
858      70
859      68
860      71
861      72
862      70
863      74
864      71
865      74
866      74
867      67
868      69
869      67
870      73
871      72
872      71
873      72
874      77
875      73
876      73
877      70
878      71
879      71
880      72
881      76
882      77
883      70
884      72
885      73
886      70
887      70
888      68
889      73
890      72
891      71
892      72
893      68
894      68
895      73
896      71
897      74
898      68
899      71
900      72
901      75
902      68
903      72
904      74
905      74
906      72
907      69
908      67
909      71
910      76
911      69
912      75
913      71
914      71
915      67
916      74
917      73
918      74
919      72
920      76
921      68
922      69
923      71
924      69
925      71
926      75
927      68
928      70
929      72
930      71
931      69
932      71
933      73
934      76
935      73
936      68
937      74
938      69
939      69
940      73
941      71
942      67
943      74
944      71
945      67
946      75
947      73
948      73
949      74
950      76
951      68
952      76
953      74
954      75
955      70
956      75
957      70
958      72
959      71
960      72
961      76
962      75
963      71
964      71
965      70
966      68
967      74
968      73
969      74
970      73
971      69
972      68
973      73
974      70
975      76
976      70
977      74
978      70
979      66
980      67
981      70
982      70
983      73
984      72
985      74
986      72
987      72
988      76
989      70
990      68
991      72
992      72
993      71
994      67
995      70
996      72
997      72
998      69
999      69
1000     72
1001     74
1002     72
1003     69
1004     71
1005     72
1006     70
1007     69
1008     71
1009     71
1010     66
1011     71
1012     74
1013     72
1014     72
1015     74
1016     74
1017     73
1018     72
1019     74
1020     71
1021     72
1022     72
1023     67
1024     76
1025     68
1026     72
1027     67
1028     70
1029     68
1030     71
1031     76
1032     75
1033     75
1034     73
1035     74
1036     73
1037     72
1038     71
1039     73
1040     74
1041     70
1042     73
1043     76
1044     71
1045     70
1046     68
1047     73
1048     71
1049     73
1050     73
1051     73
1052     73
1053     74
1054     70
1055     74
1056     72
1057     70
1058     76
1059     73
1060     75
1061     74
1062     70
1063     73
1064     75
1065     70
1066     76
1067     70
1068     71
1069     69
1070     72
1071     74
1072     71
1073     75
1074     72
1075     71
1076     76
1077     72
1078     71
1079     73
1080     70
1081     69
1082     75
1083     68
1084     77
1085     75
1086     75
1087     69
1088     74
1089     69
1090     69
1091     73
1092     69
1093     74
1094     72
1095     75
1096     73
1097     70
1098     70
1099     76
1100     74
1101     73
1102     72
1103     74
1104     69
1105     73
1106     69
1107     73
1108     73
1109     71
1110     73
1111     69
1112     75
1113     68
1114     76
1115     70
1116     73
1117     73
1118     69
1119     74
1120     71
1121     70
1122     74
1123     71
1124     75
1125     75
1126     72
1127     64
1128     72
1129     69
1130     72
1131     72
1132     63
1133     69
1134     75
1135     67
1136     72
1137     67
1138     71
1139     72
1140     73
1141     69
1142     69
1143     69
1144     70
1145     75
1146     71
1147     72
1148     73
1149     74
1150     72
1151     71
1152     76
1153     71
1154     74
1155     74
1156     72
1157     71
1158     76
1159     69
1160     67
1161     73
1162     74
1163     76
1164     70
1165     63
1166     73
1167     74
1168     70
1169     68
1170     68
1171     71
1172     68
1173     69
1174     74
1175     66
1176     74
1177     69
1178     74
1179     73
1180     73
1181     73
1182     68
1183     75
1184     71
1185     72
1186     73
1187     69
1188     73
1189     72
1190     73
1191     70
1192     70
1193     77
1194     67
1195     68
1196     70
1197     72
1198     72
1199     76
1200     73
1201     68
1202     70
1203     75
1204     79
1205     73
1206     71
1207     69
1208     69
1209     68
1210     69
1211     72
1212     74
1213     77
1214     74
1215     72
1216     70
1217     74
1218     67
1219     73
1220     75
1221     70
1222     74
1223     70
1224     70
1225     78
1226     65
1227     75
1228     74
1229     72
1230     70
1231     71
1232     70
1233     74
1234     73
1235     73
1236     72
1237     69
1238     71
1239     67
1240     72
1241     69
1242     72
1243     72
1244     69
1245     71
1246     72
1247     71
1248     76
1249     65
1250     74
1251     69
1252     72
1253     69
1254     70
1255     69
1256     70
1257     69
1258     69
1259     71
1260     72
1261     74
1262     74
1263     74
1264     69
1265     72
1266     67
1267     76
1268     74
1269     72
1270     71
1271     70
1272     76
1273     67
1274     70
1275     70
1276     75
1277     70
1278     66
1279     68
1280     73
1281     74
1282     69
1283     69
1284     68
1285     70
1286     73
1287     73
1288     67
1289     73
1290     74
1291     69
1292     70
1293     69
1294     74
1295     74
1296     69
1297     72
1298     69
1299     70
1300     69
1301     73
1302     70
1303     74
1304     74
1305     74
1306     69
1307     74
1308     68
1309     70
1310     71
1311     73
1312     71
1313     72
1314     73
1315     68
1316     70
1317     67
1318     74
1319     71
1320     73
1321     71
1322     72
1323     76
1324     72
1325     69
1326     74
1327     74
1328     76
1329     68
1330     72
1331     72
1332     69
1333     76
1334     69
1335     68
1336     72
1337     75
1338     74
1339     72
1340     62
1341     72
1342     71
1343     73
1344     73
1345     74
1346     69
1347     71
1348     72
1349     73
1350     71
1351     72
1352     70
1353     69
1354     72
1355     72
1356     74
1357     74
1358     71
1359     74
1360     72
1361     74
1362     70
1363     71
1364     78
1365     71
1366     71
1367     74
1368     71
1369     70
1370     72
1371     74
1372     70
1373     72
1374     74
1375     71
1376     72
1377     75
1378     72
1379     66
1380     70
1381     70
1382     72
1383     74
1384     71
1385     70
1386     72
1387     74
1388     76
1389     72
1390     75
1391     71
1392     71
1393     72
1394     72
1395     76
1396     74
1397     69
1398     73
1399     72
1400     68
1401     69
1402     73
1403     72
1404     70
1405     67
1406     74
1407     72
1408     75
1409     71
1410     71
1411     78
1412     66
1413     72
1414     71
1415     72
1416     65
1417     73
1418     74
1419     68
1420     73
1421     72
1422     73
1423     71
1424     73
1425     77
1426     78
1427     75
1428     66
1429     77
1430     70
1431     77
1432     74
1433     71
1434     68
1435     68
1436     71
1437     72
1438     69
1439     76
1440     72
1441     69
1442     72
1443     70
1444     71
1445     71
1446     73
1447     72
1448     75
1449     70
1450     72
1451     72
1452     70
1453     65
1454     79
1455     68
1456     73
1457     71
1458     76
1459     69
1460     75
1461     66
1462     69
1463     69
1464     74
1465     74
1466     70
1467     72
1468     72
1469     69
1470     70
1471     68
1472     69
1473     73
1474     70
1475     66
1476     70
1477     72
1478     70
1479     70
1480     73
1481     74
1482     67
1483     70
1484     71
1485     70
1486     69
1487     72
1488     72
1489     72
1490     69
1491     72
1492     70
1493     77
1494     74
1495     74
1496     69
1497     68
1498     65
1499     74
1500     68
1501     72
1502     72
1503     74
1504     76
1505     69
1506     76
1507     72
1508     72
1509     70
1510     74
1511     70
1512     76
1513     73
1514     74
1515     69
1516     70
1517     76
1518     75
1519     71
1520     73
1521     69
1522     69
1523     71
1524     70
1525     74
1526     72
1527     69
1528     72
1529     70
1530     71
1531     69
1532     72
1533     67
1534     75
1535     74
1536     69
1537     73
1538     67
1539     70
1540     74
1541     68
1542     73
1543     72
1544     75
1545     71
1546     69
1547     68
1548     71
1549     74
1550     66
1551     75
1552     72
1553     74
1554     69
1555     74
1556     76
1557     74
1558     65
1559     67
1560     69
1561     69
1562     72
1563     71
1564     77
1565     73
1566     70
1567     67
1568     72
1569     67
1570     69
1571     74
1572     72
1573     74
1574     67
1575     76
1576     69
1577     69
1578     69
1579     73
1580     73
1581     65
1582     70
1583     72
1584     71
1585     67
1586     74
1587     70
1588     76
1589     71
1590     67
1591     76
1592     71
1593     72
1594     74
1595     70
1596     74
1597     70
1598     76
1599     77
1600     70
1601     69
1602     72
1603     75
1604     70
1605     76
1606     74
1607     71
1608     74
1609     70
1610     70
1611     67
1612     69
1613     74
1614     72
1615     75
1616     71
1617     72
1618     71
1619     74
1620     76
1621     75
1622     69
1623     65
1624     72
1625     72
1626     70
1627     69
1628     72
1629     67
1630     72
1631     66
1632     70
1633     67
1634     70
1635     74
1636     68
1637     71
1638     72
1639     74
1640     72
1641     77
1642     73
1643     75
1644     73
1645     72
1646     70
1647     76
1648     71
1649     75
1650     73
1651     74
1652     69
1653     72
1654     71
1655     74
1656     72
1657     67
1658     69
1659     73
1660     70
1661     73
1662     70
1663     72
1664     69
1665     70
1666     74
1667     72
1668     74
1669     72
1670     72
1671     73
1672     72
1673     70
1674     73
1675     67
1676     75
1677     76
1678     75
1679     74
1680     63
1681     73
1682     70
1683     70
1684     77
1685     72
1686     69
1687     72
1688     72
1689     71
1690     70
1691     68
1692     69
1693     70
1694     67
1695     69
1696     74
1697     68
1698     74
1699     73
1700     68
1701     72
1702     70
1703     69
1704     74
1705     69
1706     72
1707     68
1708     71
1709     71
1710     73
1711     70
1712     71
1713     74
1714     69
1715     70
1716     71
1717     67
1718     69
1719     66
1720     75
1721     71
1722     73
1723     74
1724     70
1725     71
1726     72
1727     73
1728     73
1729     70
1730     72
1731     74
1732     76
1733     74
1734     73
1735     68
1736     73
1737     70
1738     73
1739     73
1740     72
1741     73
1742     70
1743     69
1744     77
1745     72
1746     70
1747     73
1748     70
1749     70
1750     72
1751     71
1752     69
1753     73
1754     67
1755     68
1756     72
1757     69
1758     70
1759     72
1760     69
1761     68
1762     72
1763     75
1764     74
1765     70
1766     75
1767     72
1768     74
1769     71
1770     72
1771     73
1772     70
1773     69
1774     69
1775     72
1776     67
1777     73
1778     75
1779     70
1780     78
1781     69
1782     69
1783     73
1784     72
1785     75
1786     69
1787     73
1788     71
1789     76
1790     72
1791     70
1792     72
1793     70
1794     67
1795     66
1796     67
1797     74
1798     76
1799     74
1800     70
1801     70
1802     69
1803     68
1804     78
1805     72
1806     72
1807     75
1808     73
1809     69
1810     73
1811     69
1812     75
1813     71
1814     73
1815     74
1816     70
1817     65
1818     70
1819     66
1820     67
1821     72
1822     75
1823     70
1824     74
1825     73
1826     73
1827     71
1828     69
1829     68
1830     73
1831     74
1832     69
1833     74
1834     69
1835     71
1836     70
1837     70
1838     69
1839     74
1840     77
1841     74
1842     72
1843     71
1844     69
1845     70
1846     68
1847     73
1848     73
1849     75
1850     69
1851     70
1852     72
1853     74
1854     73
1855     76
1856     69
1857     77
1858     72
1859     66
1860     69
1861     76
1862     72
1863     72
1864     74
1865     75
1866     73
1867     71
1868     70
1869     73
1870     72
1871     71
1872     73
1873     69
1874     71
1875     67
1876     69
1877     74
1878     70
1879     74
1880     71
1881     70
1882     72
1883     69
1884     70
1885     72
1886     76
1887     68
1888     70
1889     72
1890     70
1891     69
1892     72
1893     72
1894     70
1895     74
1896     72
1897     69
1898     71
1899     70
1900     70
1901     69
1902     66
1903     69
1904     72
1905     73
1906     75
1907     75
1908     70
1909     70
1910     74
1911     78
1912     74
1913     73
1914     75
1915     72
1916     69
1917     69
1918     71
1919     68
1920     68
1921     70
1922     72
1923     72
1924     76
1925     72
1926     75
1927     72
1928     70
1929     71
1930     73
1931     72
1932     67
1933     70
1934     75
1935     75
1936     74
1937     69
1938     72
1939     72
1940     75
1941     72
1942     68
1943     72
1944     72
1945     67
1946     72
1947     73
1948     69
1949     74
1950     73
1951     72
1952     69
1953     74
1954     72
1955     71
1956     72
1957     70
1958     72
1959     72
1960     72
1961     74
1962     71
1963     71
1964     72
1965     76
1966     69
1967     72
1968     70
1969     71
1970     73
1971     75
1972     70
1973     72
1974     72
1975     68
1976     70
1977     73
1978     71
1979     74
1980     70
1981     73
1982     70
1983     74
1984     66
1985     73
1986     72
1987     74
1988     74
1989     69
1990     72
1991     69
1992     76
1993     72
1994     74
1995     69
1996     75
1997     71
1998     70
1999     67
2000     76
2001     76
2002     69
2003     74
2004     69
2005     71
2006     70
2007     73
2008     72
2009     70
2010     72
2011     74
2012     69
2013     75
2014     69
2015     72
2016     75
2017     74
2018     68
2019     70
2020     71
2021     71
2022     70
2023     67
2024     69
2025     72
2026     70
2027     69
2028     73
2029     69
2030     69
2031     71
2032     72
2033     70
2034     75
2035     74
2036     76
2037     73
2038     72
2039     74
2040     74
2041     70
2042     74
2043     74
2044     67
2045     73
2046     71
2047     70
2048     70
2049     75
2050     73
2051     72
2052     70
2053     71
2054     73
2055     74
2056     76
2057     70
2058     68
2059     70
2060     76
2061     69
2062     72
2063     65
2064     70
2065     69
2066     70
2067     71
2068     70
2069     70
2070     72
2071     71
2072     74
2073     72
2074     73
2075     66
2076     69
2077     77
2078     71
2079     74
2080     74
2081     67
2082     75
2083     72
2084     73
2085     70
2086     71
2087     73
2088     71
2089     71
2090     70
2091     65
2092     73
2093     67
2094     77
2095     75
2096     74
2097     70
2098     70
2099     71
2100     72
2101     73
2102     68
2103     74
2104     78
2105     72
2106     73
2107     68
2108     70
2109     74
2110     74
2111     70
2112     73
2113     71
2114     70
2115     70
2116     75
2117     76
2118     71
2119     72
2120     73
2121     67
2122     75
2123     73
2124     74
2125     67
2126     67
2127     69
2128     71
2129     65
2130     72
2131     74
2132     76
2133     71
2134     71
2135     72
2136     69
2137     73
2138     74
2139     69
2140     76
2141     69
2142     74
2143     73
2144     71
2145     71
2146     72
2147     67
2148     74
2149     72
2150     76
2151     72
2152     70
2153     69
2154     70
2155     73
2156     72
2157     68
2158     72
2159     72
2160     75
2161     71
2162     70
2163     73
2164     70
2165     69
2166     70
2167     74
2168     67
2169     70
2170     72
2171     73
2172     73
2173     73
2174     72
2175     74
2176     67
2177     77
2178     72
2179     69
2180     71
2181     71
2182     70
2183     68
2184     72
2185     71
2186     72
2187     66
2188     76
2189     73
2190     71
2191     72
2192     69
2193     75
2194     72
2195     69
2196     67
2197     72
2198     74
2199     72
2200     75
2201     67
2202     71
2203     64
2204     71
2205     76
2206     68
2207     74
2208     72
2209     73
2210     72
2211     67
2212     70
2213     67
2214     67
2215     76
2216     65
2217     75
2218     72
2219     70
2220     73
2221     72
2222     71
2223     72
2224     70
2225     72
2226     72
2227     75
2228     70
2229     73
2230     73
2231     66
2232     74
2233     74
2234     70
2235     73
2236     67
2237     72
2238     69
2239     67
2240     72
2241     75
2242     71
2243     73
2244     71
2245     73
2246     71
2247     69
2248     72
2249     70
2250     72
2251     71
2252     70
2253     68
2254     72
2255     72
2256     76
2257     72
2258     69
2259     72
2260     73
2261     71
2262     66
2263     72
2264     70
2265     74
2266     71
2267     72
2268     71
2269     72
2270     72
2271     68
2272     67
2273     74
2274     68
2275     71
2276     72
2277     70
2278     69
2279     69
2280     72
2281     71
2282     69
2283     72
2284     68
2285     75
2286     70
2287     72
2288     73
2289     77
2290     69
2291     73
2292     76
2293     73
2294     74
2295     72
2296     69
2297     68
2298     69
2299     69
2300     70
2301     66
2302     74
2303     71
2304     67
2305     69
2306     69
2307     71
2308     74
2309     74
2310     74
2311     72
2312     76
2313     76
2314     74
2315     69
2316     70
2317     72
2318     67
2319     71
2320     74
2321     69
2322     70
2323     74
2324     75
2325     72
2326     67
2327     73
2328     74
2329     66
2330     70
2331     71
2332     69
2333     74
2334     72
2335     77
2336     69
2337     75
2338     69
2339     70
2340     71
2341     72
2342     72
2343     70
2344     66
2345     72
2346     67
2347     75
2348     71
2349     67
2350     72
2351     74
2352     73
2353     71
2354     74
2355     65
2356     66
2357     66
2358     75
2359     75
2360     70
2361     76
2362     69
2363     72
2364     73
2365     73
2366     71
2367     72
2368     70
2369     72
2370     72
2371     71
2372     72
2373     69
2374     73
2375     74
2376     69
2377     70
2378     72
2379     76
2380     71
2381     68
2382     69
2383     73
2384     72
2385     73
2386     72
2387     71
2388     76
2389     71
2390     69
2391     70
2392     71
2393     72
2394     70
2395     71
2396     70
2397     71
2398     74
2399     70
2400     73
2401     74
2402     70
2403     70
2404     67
2405     69
2406     67
2407     67
2408     71
2409     74
2410     67
2411     72
2412     72
2413     72
2414     72
2415     74
2416     74
2417     72
2418     70
2419     72
2420     73
2421     72
2422     71
2423     72
2424     74
2425     72
2426     75
2427     72
2428     69
2429     75
2430     73
2431     69
2432     72
2433     77
2434     74
2435     71
2436     77
2437     68
2438     69
2439     73
2440     74
2441     69
2442     73
2443     67
2444     67
2445     70
2446     74
2447     72
2448     68
2449     72
2450     74
2451     70
2452     67
2453     74
2454     74
2455     74
2456     74
2457     72
2458     70
2459     67
2460     73
2461     73
2462     75
2463     76
2464     69
2465     73
2466     75
2467     70
2468     75
2469     74
2470     75
2471     69
2472     71
2473     70
2474     75
2475     69
2476     67
2477     70
2478     73
2479     68
2480     74
2481     68
2482     69
2483     69
2484     75
2485     72
2486     68
2487     70
2488     71
2489     74
2490     76
2491     69
2492     71
2493     62
2494     73
2495     70
2496     74
2497     72
2498     74
2499     72
2500     70
2501     71
2502     76
2503     71
2504     76
2505     70
2506     72
2507     72
2508     73
2509     74
2510     68
2511     71
2512     74
2513     72
2514     72
2515     69
2516     74
2517     73
2518     70
2519     71
2520     72
2521     66
2522     70
2523     68
2524     67
2525     72
2526     73
2527     67
2528     69
2529     73
2530     73
2531     72
2532     69
2533     72
2534     72
2535     69
2536     71
2537     66
2538     76
2539     75
2540     67
2541     73
2542     73
2543     74
2544     70
2545     77
2546     72
2547     68
2548     69
2549     75
2550     69
2551     74
2552     72
2553     70
2554     74
2555     67
2556     71
2557     70
2558     69
2559     77
2560     73
2561     76
2562     70
2563     69
2564     72
2565     72
2566     71
2567     71
2568     74
2569     67
2570     76
2571     74
2572     72
2573     67
2574     72
2575     71
2576     74
2577     73
2578     76
2579     72
2580     72
2581     70
2582     70
2583     74
2584     67
2585     72
2586     72
2587     70
2588     71
2589     75
2590     73
2591     67
2592     67
2593     71
2594     69
2595     74
2596     70
2597     69
2598     71
2599     67
2600     70
2601     71
2602     69
2603     70
2604     69
2605     72
2606     70
2607     72
2608     71
2609     67
2610     71
2611     72
2612     77
2613     71
2614     69
2615     75
2616     74
2617     74
2618     73
2619     76
2620     70
2621     73
2622     69
2623     74
2624     69
2625     69
2626     69
2627     66
2628     75
2629     73
2630     73
2631     72
2632     66
2633     76
2634     72
2635     67
2636     74
2637     69
2638     70
2639     70
2640     70
2641     71
2642     69
2643     69
2644     74
2645     74
2646     69
2647     69
2648     74
2649     73
2650     74
2651     75
2652     68
2653     69
2654     71
2655     68
2656     69
2657     74
2658     69
2659     71
2660     74
2661     69
2662     70
2663     69
2664     78
2665     74
2666     72
2667     71
2668     70
2669     73
2670     75
2671     73
2672     66
2673     74
2674     67
2675     69
2676     71
2677     73
2678     72
2679     70
2680     71
2681     70
2682     72
2683     71
2684     67
2685     73
2686     72
2687     70
2688     71
2689     72
2690     67
2691     72
2692     70
2693     72
2694     68
2695     72
2696     75
2697     73
2698     73
2699     69
2700     70
2701     72
2702     74
2703     68
2704     69
2705     72
2706     75
2707     76
2708     72
2709     75
2710     70
2711     67
2712     70
2713     73
2714     71
2715     72
2716     73
2717     74
2718     75
2719     72
2720     72
2721     69
2722     71
2723     66
2724     70
2725     71
2726     77
2727     67
2728     71
2729     71
2730     70
2731     70
2732     66
2733     69
2734     70
2735     69
2736     77
2737     72
2738     67
2739     71
2740     69
2741     70
2742     75
2743     72
2744     71
2745     75
2746     71
2747     71
2748     72
2749     69
2750     66
2751     68
2752     75
2753     69
2754     70
2755     75
2756     73
2757     75
2758     71
2759     69
2760     67
2761     74
2762     74
2763     69
2764     74
2765     70
2766     66
2767     69
2768     62
2769     68
2770     66
2771     70
2772     75
2773     75
2774     70
2775     73
2776     71
2777     75
2778     72
2779     73
2780     69
2781     66
2782     70
2783     73
2784     70
2785     68
2786     68
2787     73
2788     69
2789     76
2790     72
2791     76
2792     66
2793     70
2794     75
2795     70
2796     69
2797     72
2798     73
2799     72
2800     71
2801     75
2802     71
2803     72
2804     69
2805     75
2806     69
2807     67
2808     71
2809     74
2810     75
2811     71
2812     74
2813     74
2814     69
2815     78
2816     69
2817     70
2818     78
2819     74
2820     72
2821     73
2822     73
2823     72
2824     69
2825     69
2826     67
2827     74
2828     77
2829     67
2830     70
2831     71
2832     70
2833     75
2834     78
2835     74
2836     73
2837     72
2838     73
2839     68
2840     74
2841     71
2842     69
2843     70
2844     69
2845     68
2846     72
2847     72
2848     71
2849     68
2850     70
2851     67
2852     75
2853     73
2854     69
2855     68
2856     75
2857     69
2858     72
2859     66
2860     69
2861     67
2862     70
2863     74
2864     69
2865     75
2866     69
2867     69
2868     74
2869     69
2870     71
2871     67
2872     72
2873     69
2874     71
2875     69
2876     74
2877     74
2878     70
2879     75
2880     74
2881     75
2882     75
2883     68
2884     69
2885     73
2886     73
2887     74
2888     73
2889     73
2890     72
2891     74
2892     71
2893     72
2894     71
2895     64
2896     72
2897     73
2898     72
2899     71
2900     71
2901     69
2902     70
2903     67
2904     70
2905     70
2906     76
2907     75
2908     72
2909     72
2910     73
2911     71
2912     75
2913     74
2914     71
2915     72
2916     73
2917     72
2918     71
2919     73
2920     70
2921     72
2922     73
2923     72
2924     75
2925     67
2926     70
2927     71
2928     70
2929     74
2930     68
2931     69
2932     75
2933     75
2934     74
2935     75
2936     74
2937     73
2938     74
2939     74
2940     73
2941     71
2942     74
2943     70
2944     67
2945     69
2946     74
2947     72
2948     73
2949     74
2950     70
2951     70
2952     74
2953     68
2954     71
2955     70
2956     72
2957     78
2958     75
2959     72
2960     70
2961     69
2962     70
2963     73
2964     69
2965     70
2966     72
2967     73
2968     70
2969     71
2970     70
2971     73
2972     72
2973     69
2974     72
2975     76
2976     74
2977     77
2978     67
2979     71
2980     70
2981     72
2982     74
2983     75
2984     77
2985     72
2986     75
2987     71
2988     74
2989     69
2990     72
2991     74
2992     73
2993     72
2994     70
2995     71
2996     67
2997     71
2998     72
2999     72
3000     75
3001     71
3002     73
3003     75
3004     76
3005     70
3006     69
3007     75
3008     68
3009     75
3010     71
3011     67
3012     74
3013     69
3014     69
3015     72
3016     73
3017     75
3018     74
3019     73
3020     68
3021     76
3022     72
3023     70
3024     73
3025     70
3026     72
3027     72
3028     71
3029     72
3030     73
3031     72
3032     71
3033     67
3034     69
3035     71
3036     70
3037     76
3038     68
3039     71
3040     72
3041     72
3042     73
3043     76
3044     70
3045     76
3046     67
3047     75
3048     72
3049     73
3050     74
3051     73
3052     73
3053     75
3054     72
3055     74
3056     71
3057     75
3058     69
3059     73
3060     77
3061     71
3062     71
3063     70
3064     68
3065     72
3066     70
3067     69
3068     74
3069     73
3070     70
3071     73
3072     68
3073     73
3074     76
3075     70
3076     71
3077     70
3078     69
3079     74
3080     68
3081     73
3082     67
3083     73
3084     74
3085     74
3086     68
3087     69
3088     71
3089     73
3090     70
3091     74
3092     69
3093     67
3094     71
3095     74
3096     72
3097     72
3098     70
3099     72
3100     73
3101     72
3102     72
3103     74
3104     67
3105     74
3106     72
3107     72
3108     70
3109     72
3110     74
3111     72
3112     67
3113     71
3114     72
3115     76
3116     73
3117     67
3118     72
3119     71
3120     69
3121     65
3122     68
3123     70
3124     73
3125     74
3126     72
3127     69
3128     75
3129     72
3130     69
3131     67
3132     74
3133     70
3134     72
3135     74
3136     69
3137     77
3138     69
3139     69
3140     74
3141     72
3142     72
3143     71
3144     76
3145     72
3146     66
3147     75
3148     72
3149     67
3150     72
3151     74
3152     70
3153     68
3154     69
3155     67
3156     70
3157     72
3158     71
3159     75
3160     73
3161     74
3162     68
3163     69
3164     67
3165     68
3166     70
3167     67
3168     69
3169     75
3170     74
3171     72
3172     72
3173     70
3174     70
3175     70
3176     76
3177     74
3178     73
3179     73
3180     72
3181     67
3182     74
3183     69
3184     70
3185     67
3186     67
3187     72
3188     69
3189     69
3190     69
3191     69
3192     74
3193     68
3194     69
3195     70
3196     74
3197     73
3198     69
3199     72
3200     75
3201     67
3202     75
3203     70
3204     74
3205     70
3206     69
3207     68
3208     73
3209     68
3210     73
3211     72
3212     72
3213     75
3214     69
3215     69
3216     67
3217     68
3218     75
3219     74
3220     75
3221     63
3222     70
3223     74
3224     70
3225     76
3226     72
3227     70
3228     68
3229     70
3230     68
3231     74
3232     70
3233     72
3234     72
3235     69
3236     74
3237     76
3238     67
3239     73
3240     68
3241     74
3242     74
3243     73
3244     74
3245     67
3246     72
3247     69
3248     73
3249     74
3250     68
3251     69
3252     71
3253     73
3254     69
3255     70
3256     72
3257     69
3258     70
3259     65
3260     72
3261     71
3262     76
3263     68
3264     70
3265     74
3266     74
3267     70
3268     73
3269     76
3270     70
3271     72
3272     72
3273     72
3274     71
3275     70
3276     74
3277     71
3278     72
3279     69
3280     72
3281     70
3282     72
3283     68
3284     72
3285     74
3286     70
3287     68
3288     76
3289     74
3290     72
3291     72
3292     73
3293     76
3294     69
3295     72
3296     76
3297     70
3298     70
3299     69
3300     75
3301     71
3302     70
3303     72
3304     67
3305     68
3306     75
3307     69
3308     74
3309     69
3310     72
3311     72
3312     67
3313     74
3314     71
3315     69
3316     71
3317     74
3318     74
3319     69
3320     69
3321     76
3322     74
3323     75
3324     73
3325     72
3326     78
3327     70
3328     72
3329     72
3330     73
3331     69
3332     69
3333     70
3334     68
3335     75
3336     68
3337     67
3338     67
3339     69
3340     74
3341     71
3342     69
3343     71
3344     69
3345     71
3346     78
3347     70
3348     74
3349     71
3350     71
3351     71
3352     69
3353     75
3354     72
3355     70
3356     70
3357     70
3358     74
3359     75
3360     74
3361     68
3362     70
3363     74
3364     71
3365     76
3366     74
3367     71
3368     71
3369     72
3370     76
3371     71
3372     74
3373     74
3374     66
3375     72
3376     74
3377     71
3378     71
3379     66
3380     75
3381     70
3382     70
3383     76
3384     71
3385     73
3386     70
3387     70
3388     74
3389     67
3390     79
3391     70
3392     76
3393     70
3394     66
3395     69
3396     69
3397     72
3398     68
3399     70
3400     73
3401     74
3402     68
3403     68
3404     71
3405     73
3406     75
3407     69
3408     71
3409     66
3410     67
3411     72
3412     69
3413     69
3414     70
3415     69
3416     71
3417     71
3418     72
3419     74
3420     69
3421     72
3422     73
3423     70
3424     76
3425     76
3426     76
3427     72
3428     72
3429     69
3430     75
3431     70
3432     72
3433     72
3434     71
3435     73
3436     70
3437     71
3438     74
3439     74
3440     74
3441     74
3442     69
3443     73
3444     72
3445     70
3446     72
3447     76
3448     66
3449     67
3450     67
3451     72
3452     69
3453     76
3454     71
3455     69
3456     69
3457     69
3458     73
3459     75
3460     72
3461     67
3462     72
3463     69
3464     70
3465     71
3466     79
3467     73
3468     74
3469     72
3470     76
3471     72
3472     73
3473     74
3474     69
3475     64
3476     67
3477     75
3478     70
3479     73
3480     66
3481     72
3482     74
3483     72
3484     69
3485     72
3486     71
3487     71
3488     71
3489     75
3490     74
3491     72
3492     70
3493     71
3494     71
3495     73
3496     74
3497     74
3498     74
3499     70
3500     67
3501     71
3502     76
3503     69
3504     73
3505     74
3506     66
3507     73
3508     68
3509     70
3510     72
3511     70
3512     69
3513     66
3514     71
3515     68
3516     70
3517     75
3518     75
3519     68
3520     71
3521     72
3522     70
3523     72
3524     69
3525     73
3526     72
3527     70
3528     75
3529     74
3530     70
3531     71
3532     72
3533     78
3534     74
3535     67
3536     74
3537     72
3538     75
3539     71
3540     73
3541     73
3542     73
3543     71
3544     69
3545     70
3546     71
3547     75
3548     73
3549     71
3550     70
3551     72
3552     69
3553     69
3554     74
3555     68
3556     72
3557     73
3558     70
3559     66
3560     67
3561     73
3562     70
3563     73
3564     69
3565     67
3566     69
3567     76
3568     67
3569     73
3570     76
3571     69
3572     70
3573     72
3574     69
3575     76
3576     67
3577     74
3578     68
3579     65
3580     71
3581     71
3582     69
3583     72
3584     72
3585     73
3586     71
3587     70
3588     65
3589     71
3590     72
3591     72
3592     73
3593     72
3594     74
3595     69
3596     71
3597     72
3598     71
3599     70
3600     76
3601     72
3602     74
3603     75
3604     74
3605     72
3606     73
3607     72
3608     73
3609     73
3610     71
3611     70
3612     71
3613     72
3614     65
3615     70
3616     70
3617     70
3618     71
3619     73
3620     73
3621     73
3622     74
3623     70
3624     75
3625     72
3626     71
3627     69
3628     72
3629     74
3630     71
3631     75
3632     72
3633     73
3634     69
3635     73
3636     74
3637     74
3638     69
3639     75
3640     70
3641     70
3642     69
3643     73
3644     72
3645     71
3646     72
3647     70
3648     74
3649     67
3650     71
3651     65
3652     71
3653     73
3654     75
3655     74
3656     69
3657     77
3658     71
3659     72
3660     71
3661     68
3662     76
3663     70
3664     72
3665     72
3666     70
3667     70
3668     75
3669     70
3670     72
3671     73
3672     67
3673     71
3674     67
3675     70
3676     72
3677     73
3678     70
3679     67
3680     68
3681     74
3682     67
3683     73
3684     71
3685     72
3686     67
3687     75
3688     70
3689     70
3690     69
3691     71
3692     71
3693     74
3694     75
3695     69
3696     73
3697     74
3698     69
3699     70
3700     76
3701     73
3702     68
3703     71
3704     76
3705     70
3706     71
3707     74
3708     73
3709     73
3710     69
3711     69
3712     77
3713     72
3714     73
3715     71
3716     73
3717     71
3718     73
3719     71
3720     67
3721     74
3722     70
3723     74
3724     63
3725     69
3726     69
3727     74
3728     68
3729     73
3730     68
3731     71
3732     70
3733     76
3734     72
3735     71
3736     74
3737     72
3738     67
3739     73
3740     74
3741     72
3742     72
3743     68
3744     72
3745     73
3746     74
3747     71
3748     76
3749     71
3750     73
3751     70
3752     71
3753     68
3754     70
3755     69
3756     73
3757     71
3758     70
3759     67
3760     72
3761     71
3762     70
3763     72
3764     66
3765     68
3766     70
3767     69
3768     71
3769     77
3770     70
3771     68
3772     73
3773     72
3774     74
3775     72
3776     70
3777     76
3778     72
3779     76
3780     71
3781     72
3782     73
3783     69
3784     71
3785     70
3786     71
3787     67
3788     72
3789     72
3790     75
3791     71
3792     70
3793     72
3794     72
3795     71
3796     70
3797     68
3798     74
3799     73
3800     73
3801     66
3802     74
3803     72
3804     69
3805     73
3806     70
3807     70
3808     69
3809     68
3810     70
3811     67
3812     72
3813     76
3814     72
3815     74
3816     70
3817     67
3818     68
3819     76
3820     68
3821     76
3822     72
3823     68
3824     68
3825     73
3826     71
3827     74
3828     74
3829     72
3830     71
3831     72
3832     74
3833     72
3834     70
3835     69
3836     75
3837     65
3838     73
3839     67
3840     71
3841     75
3842     71
3843     72
3844     74
3845     70
3846     73
3847     67
3848     71
3849     70
3850     72
3851     73
3852     67
3853     74
3854     70
3855     69
3856     67
3857     67
3858     69
3859     74
3860     67
3861     72
3862     70
3863     71
3864     68
3865     74
3866     67
3867     70
3868     73
3869     70
3870     71
3871     70
3872     73
3873     76
3874     72
3875     74
3876     70
3877     69
3878     66
3879     70
3880     69
3881     76
3882     72
3883     74
3884     69
3885     74
3886     66
3887     69
3888     74
3889     70
3890     77
3891     74
3892     69
3893     74
3894     70
3895     71
3896     70
3897     72
3898     72
3899     69
3900     74
3901     71
3902     71
3903     72
3904     70
3905     72
3906     73
3907     73
3908     69
3909     73
3910     66
3911     75
3912     76
3913     74
3914     72
3915     75
3916     69
3917     74
3918     74
3919     73
3920     69
3921     70
3922     69
3923     67
3924     70
3925     74
3926     70
3927     74
3928     76
3929     74
3930     74
3931     69
3932     70
3933     76
3934     71
3935     74
3936     74
3937     74
3938     69
3939     72
3940     74
3941     68
3942     69
3943     74
3944     68
3945     70
3946     70
3947     75
3948     73
3949     72
3950     72
3951     71
3952     68
3953     73
3954     71
3955     76
3956     70
3957     72
3958     71
3959     74
3960     73
3961     69
3962     72
3963     73
3964     72
3965     76
3966     72
3967     72
3968     76
3969     69
3970     71
3971     72
3972     67
3973     72
3974     70
3975     76
3976     73
3977     69
3978     75
3979     66
3980     73
3981     77
3982     70
3983     74
3984     75
3985     73
3986     69
3987     72
3988     74
3989     74
3990     72
3991     71
3992     71
3993     67
3994     68
3995     72
3996     74
3997     74
3998     71
3999     72
4000     72
4001     70
4002     74
4003     68
4004     74
4005     67
4006     68
4007     69
4008     70
4009     70
4010     71
4011     71
4012     71
4013     70
4014     70
4015     74
4016     68
4017     66
4018     76
4019     67
4020     67
4021     73
4022     69
4023     74
4024     71
4025     71
4026     69
4027     73
4028     69
4029     69
4030     69
4031     73
4032     70
4033     72
4034     74
4035     72
4036     74
4037     70
4038     74
4039     72
4040     72
4041     69
4042     71
4043     74
4044     75
4045     74
4046     72
4047     69
4048     70
4049     71
4050     75
4051     74
4052     72
4053     71
4054     69
4055     70
4056     69
4057     69
4058     69
4059     70
4060     69
4061     71
4062     77
4063     68
4064     75
4065     74
4066     70
4067     71
4068     69
4069     72
4070     73
4071     74
4072     72
4073     72
4074     72
4075     67
4076     68
4077     72
4078     69
4079     67
4080     74
4081     72
4082     76
4083     67
4084     73
4085     74
4086     70
4087     70
4088     72
4089     71
4090     69
4091     71
4092     76
4093     69
4094     73
4095     70
4096     70
4097     69
4098     74
4099     73
4100     70
4101     67
4102     73
4103     68
4104     72
4105     72
4106     75
4107     70
4108     73
4109     69
4110     70
4111     70
4112     76
4113     73
4114     74
4115     73
4116     72
4117     74
4118     72
4119     72
4120     73
4121     69
4122     73
4123     71
4124     71
4125     72
4126     70
4127     71
4128     69
4129     74
4130     70
4131     71
4132     68
4133     69
4134     69
4135     70
4136     67
4137     73
4138     72
4139     71
4140     73
4141     74
4142     76
4143     68
4144     76
4145     74
4146     73
4147     72
4148     71
4149     73
4150     76
4151     70
4152     72
4153     72
4154     74
4155     71
4156     68
4157     75
4158     74
4159     75
4160     68
4161     63
4162     70
4163     69
4164     73
4165     73
4166     67
4167     74
4168     67
4169     74
4170     75
4171     75
4172     75
4173     74
4174     66
4175     75
4176     71
4177     66
4178     72
4179     72
4180     69
4181     70
4182     73
4183     73
4184     72
4185     72
4186     69
4187     72
4188     74
4189     80
4190     76
4191     68
4192     70
4193     70
4194     68
4195     68
4196     69
4197     71
4198     73
4199     70
4200     70
4201     71
4202     73
4203     73
4204     77
4205     70
4206     71
4207     69
4208     72
4209     74
4210     72
4211     76
4212     76
4213     73
4214     72
4215     74
4216     74
4217     72
4218     68
4219     69
4220     72
4221     72
4222     67
4223     74
4224     76
4225     69
4226     69
4227     71
4228     70
4229     71
4230     73
4231     75
4232     70
4233     70
4234     75
4235     70
4236     77
4237     75
4238     72
4239     71
4240     74
4241     71
4242     76
4243     72
4244     70
4245     70
4246     72
4247     77
4248     71
4249     70
4250     72
4251     75
4252     73
4253     71
4254     68
4255     70
4256     68
4257     69
4258     76
4259     75
4260     75
4261     73
4262     72
4263     72
4264     71
4265     68
4266     70
4267     69
4268     70
4269     74
4270     73
4271     71
4272     70
4273     72
4274     71
4275     67
4276     71
4277     74
4278     71
4279     71
4280     70
4281     80
4282     71
4283     75
4284     68
4285     69
4286     75
4287     68
4288     69
4289     67
4290     68
4291     69
4292     72
4293     69
4294     69
4295     67
4296     69
4297     73
4298     72
4299     69
4300     75
4301     75
4302     72
4303     70
4304     70
4305     73
4306     75
4307     70
4308     67
4309     75
4310     75
4311     70
4312     68
4313     75
4314     68
4315     73
4316     68
4317     69
4318     73
4319     76
4320     69
4321     72
4322     70
4323     71
4324     72
4325     70
4326     71
4327     70
4328     72
4329     74
4330     72
4331     74
4332     70
4333     73
4334     70
4335     71
4336     77
4337     69
4338     77
4339     70
4340     69
4341     74
4342     69
4343     76
4344     72
4345     73
4346     69
4347     73
4348     75
4349     71
4350     73
4351     70
4352     73
4353     69
4354     67
4355     70
4356     72
4357     74
4358     69
4359     70
4360     68
4361     71
4362     68
4363     71
4364     75
4365     71
4366     74
4367     72
4368     73
4369     75
4370     73
4371     71
4372     68
4373     68
4374     76
4375     76
4376     71
4377     71
4378     77
4379     77
4380     68
4381     70
4382     70
4383     72
4384     75
4385     71
4386     72
4387     72
4388     74
4389     74
4390     65
4391     73
4392     69
4393     69
4394     70
4395     73
4396     72
4397     71
4398     70
4399     69
4400     69
4401     74
4402     72
4403     71
4404     72
4405     72
4406     71
4407     69
4408     78
4409     72
4410     72
4411     75
4412     74
4413     72
4414     66
4415     70
4416     67
4417     69
4418     77
4419     69
4420     70
4421     72
4422     74
4423     74
4424     65
4425     71
4426     71
4427     69
4428     66
4429     72
4430     70
4431     72
4432     70
4433     76
4434     72
4435     70
4436     73
4437     72
4438     72
4439     74
4440     71
4441     72
4442     72
4443     74
4444     67
4445     72
4446     68
4447     74
4448     73
4449     68
4450     72
4451     73
4452     75
4453     79
4454     66
4455     69
4456     72
4457     76
4458     70
4459     74
4460     64
4461     67
4462     69
4463     76
4464     74
4465     75
4466     70
4467     70
4468     73
4469     72
4470     70
4471     67
4472     68
4473     65
4474     69
4475     72
4476     69
4477     70
4478     70
4479     72
4480     68
4481     69
4482     69
4483     69
4484     72
4485     76
4486     74
4487     74
4488     69
4489     74
4490     76
4491     69
4492     74
4493     71
4494     69
4495     72
4496     73
4497     68
4498     74
4499     74
4500     72
4501     74
4502     70
4503     70
4504     69
4505     71
4506     69
4507     69
4508     68
4509     73
4510     74
4511     71
4512     71
4513     76
4514     70
4515     65
4516     74
4517     72
4518     70
4519     72
4520     76
4521     76
4522     70
4523     73
4524     74
4525     76
4526     66
4527     71
4528     67
4529     77
4530     73
4531     74
4532     71
4533     74
4534     69
4535     68
4536     69
4537     69
4538     71
4539     70
4540     70
4541     73
4542     78
4543     76
4544     73
4545     74
4546     72
4547     68
4548     72
4549     74
4550     71
4551     71
4552     72
4553     71
4554     69
4555     71
4556     73
4557     73
4558     72
4559     73
4560     72
4561     73
4562     69
4563     72
4564     68
4565     75
4566     73
4567     76
4568     75
4569     71
4570     69
4571     70
4572     73
4573     69
4574     74
4575     69
4576     71
4577     72
4578     70
4579     69
4580     74
4581     74
4582     74
4583     75
4584     71
4585     71
4586     69
4587     73
4588     73
4589     74
4590     73
4591     72
4592     69
4593     75
4594     73
4595     74
4596     72
4597     68
4598     73
4599     73
4600     73
4601     73
4602     69
4603     72
4604     69
4605     70
4606     78
4607     72
4608     70
4609     71
4610     72
4611     73
4612     70
4613     69
4614     70
4615     74
4616     67
4617     68
4618     75
4619     71
4620     69
4621     71
4622     76
4623     74
4624     74
4625     71
4626     72
4627     72
4628     75
4629     73
4630     69
4631     71
4632     68
4633     70
4634     70
4635     72
4636     69
4637     75
4638     76
4639     70
4640     70
4641     69
4642     72
4643     71
4644     68
4645     67
4646     69
4647     67
4648     72
4649     73
4650     74
4651     68
4652     69
4653     66
4654     68
4655     74
4656     76
4657     71
4658     74
4659     69
4660     67
4661     72
4662     73
4663     74
4664     74
4665     67
4666     72
4667     73
4668     69
4669     76
4670     75
4671     74
4672     71
4673     74
4674     71
4675     69
4676     74
4677     74
4678     69
4679     74
4680     67
4681     73
4682     72
4683     76
4684     71
4685     76
4686     74
4687     69
4688     67
4689     73
4690     72
4691     69
4692     75
4693     75
4694     73
4695     76
4696     75
4697     68
4698     74
4699     70
4700     70
4701     71
4702     68
4703     69
4704     70
4705     74
4706     74
4707     74
4708     73
4709     74
4710     76
4711     68
4712     66
4713     71
4714     71
4715     71
4716     71
4717     67
4718     73
4719     70
4720     74
4721     72
4722     74
4723     70
4724     70
4725     73
4726     66
4727     70
4728     70
4729     72
4730     74
4731     73
4732     72
4733     69
4734     75
4735     68
4736     72
4737     72
4738     74
4739     68
4740     71
4741     68
4742     72
4743     72
4744     72
4745     71
4746     69
4747     72
4748     71
4749     72
4750     75
4751     72
4752     71
4753     69
4754     75
4755     69
4756     71
4757     72
4758     69
4759     75
4760     68
4761     68
4762     71
4763     74
4764     70
4765     67
4766     72
4767     72
4768     70
4769     70
4770     76
4771     72
4772     69
4773     72
4774     70
4775     73
4776     72
4777     66
4778     71
4779     68
4780     73
4781     70
4782     77
4783     70
4784     74
4785     71
4786     72
4787     72
4788     70
4789     72
4790     72
4791     74
4792     69
4793     69
4794     73
4795     71
4796     71
4797     70
4798     69
4799     70
4800     66
4801     68
4802     73
4803     72
4804     72
4805     70
4806     68
4807     69
4808     71
4809     73
4810     76
4811     69
4812     70
4813     69
4814     73
4815     75
4816     70
4817     74
4818     70
4819     67
4820     74
4821     74
4822     70
4823     72
4824     73
4825     70
4826     72
4827     69
4828     74
4829     72
4830     75
4831     76
4832     74
4833     74
4834     72
4835     74
4836     74
4837     71
4838     68
4839     75
4840     75
4841     69
4842     69
4843     71
4844     69
4845     68
4846     73
4847     73
4848     73
4849     69
4850     69
4851     72
4852     73
4853     74
4854     72
4855     70
4856     68
4857     70
4858     71
4859     69
4860     66
4861     73
4862     72
4863     67
4864     72
4865     70
4866     74
4867     70
4868     66
4869     74
4870     70
4871     76
4872     73
4873     72
4874     65
4875     72
4876     72
4877     71
4878     71
4879     70
4880     69
4881     74
4882     74
4883     67
4884     71
4885     72
4886     72
4887     73
4888     72
4889     73
4890     73
4891     70
4892     72
4893     71
4894     73
4895     71
4896     67
4897     72
4898     73
4899     69
4900     74
4901     74
4902     70
4903     71
4904     67
4905     74
4906     73
4907     68
4908     74
4909     72
4910     74
4911     69
4912     76
4913     72
4914     75
4915     71
4916     73
4917     69
4918     74
4919     72
4920     70
4921     70
4922     72
4923     74
4924     71
4925     70
4926     70
4927     72
4928     71
4929     73
4930     72
4931     72
4932     70
4933     73
4934     72
4935     72
4936     69
4937     68
4938     72
4939     72
4940     75
4941     74
4942     72
4943     73
4944     73
4945     66
4946     75
4947     70
4948     70
4949     69
4950     72
4951     73
4952     73
4953     74
4954     72
4955     76
4956     69
4957     73
4958     69
4959     76
4960     75
4961     76
4962     74
4963     66
4964     72
4965     70
4966     73
4967     71
4968     76
4969     71
4970     72
4971     76
4972     70
4973     75
4974     78
4975     72
4976     68
4977     75
4978     76
4979     75
4980     68
4981     72
4982     72
4983     68
4984     74
4985     70
4986     70
4987     74
4988     72
4989     68
4990     73
4991     69
4992     73
4993     70
4994     74
4995     74
4996     72
4997     75
4998     72
4999     70
5000     72
5001     71
5002     74
5003     73
5004     72
5005     69
5006     72
5007     68
5008     69
5009     70
5010     74
5011     72
5012     70
5013     77
5014     70
5015     68
5016     72
5017     70
5018     71
5019     73
5020     71
5021     71
5022     72
5023     70
5024     74
5025     72
5026     68
5027     69
5028     68
5029     70
5030     67
5031     71
5032     67
5033     74
5034     70
5035     72
5036     72
5037     73
5038     71
5039     70
5040     67
5041     71
5042     71
5043     72
5044     69
5045     70
5046     74
5047     70
5048     72
5049     66
5050     70
5051     73
5052     72
5053     66
5054     71
5055     74
5056     67
5057     72
5058     74
5059     73
5060     76
5061     68
5062     72
5063     72
5064     76
5065     70
5066     71
5067     72
5068     70
5069     72
5070     74
5071     73
5072     77
5073     73
5074     70
5075     70
5076     71
5077     68
5078     70
5079     71
5080     73
5081     70
5082     69
5083     69
5084     74
5085     71
5086     64
5087     72
5088     76
5089     74
5090     73
5091     72
5092     73
5093     74
5094     70
5095     71
5096     73
5097     68
5098     72
5099     71
5100     74
5101     71
5102     69
5103     64
5104     69
5105     70
5106     71
5107     70
5108     72
5109     78
5110     69
5111     67
5112     74
5113     69
5114     73
5115     71
5116     70
5117     71
5118     72
5119     69
5120     71
5121     70
5122     69
5123     73
5124     67
5125     69
5126     75
5127     71
5128     70
5129     75
5130     71
5131     68
5132     69
5133     71
5134     76
5135     77
5136     71
5137     71
5138     74
5139     74
5140     72
5141     72
5142     70
5143     69
5144     72
5145     77
5146     67
5147     76
5148     73
5149     68
5150     72
5151     73
5152     72
5153     69
5154     73
5155     69
5156     69
5157     69
5158     68
5159     70
5160     71
5161     70
5162     73
5163     71
5164     73
5165     67
5166     74
5167     73
5168     70
5169     71
5170     72
5171     74
5172     67
5173     68
5174     69
5175     70
5176     71
5177     69
5178     70
5179     75
5180     74
5181     70
5182     66
5183     75
5184     72
5185     71
5186     73
5187     69
5188     72
5189     72
5190     73
5191     66
5192     75
5193     66
5194     73
5195     72
5196     71
5197     70
5198     74
5199     73
5200     74
5201     75
5202     69
5203     72
5204     68
5205     65
5206     72
5207     72
5208     73
5209     70
5210     71
5211     65
5212     70
5213     67
5214     67
5215     69
5216     66
5217     72
5218     72
5219     70
5220     67
5221     68
5222     72
5223     75
5224     68
5225     73
5226     73
5227     72
5228     67
5229     74
5230     69
5231     69
5232     71
5233     72
5234     70
5235     70
5236     71
5237     75
5238     70
5239     72
5240     71
5241     70
5242     68
5243     73
5244     78
5245     67
5246     71
5247     74
5248     72
5249     72
5250     75
5251     76
5252     70
5253     73
5254     70
5255     74
5256     75
5257     69
5258     70
5259     71
5260     73
5261     69
5262     69
5263     72
5264     70
5265     69
5266     74
5267     68
5268     73
5269     68
5270     73
5271     74
5272     70
5273     72
5274     71
5275     74
5276     73
5277     76
5278     70
5279     68
5280     67
5281     75
5282     70
5283     76
5284     71
5285     65
5286     76
5287     71
5288     72
5289     69
5290     73
5291     74
5292     71
5293     76
5294     67
5295     70
5296     71
5297     69
5298     69
5299     72
5300     71
5301     71
5302     68
5303     72
5304     74
5305     72
5306     72
5307     66
5308     68
5309     74
5310     69
5311     70
5312     70
5313     72
5314     75
5315     76
5316     68
5317     73
5318     75
5319     72
5320     68
5321     71
5322     70
5323     72
5324     72
5325     72
5326     68
5327     69
5328     71
5329     72
5330     73
5331     70
5332     71
5333     72
5334     69
5335     72
5336     69
5337     73
5338     68
5339     68
5340     69
5341     74
5342     68
5343     72
5344     69
5345     77
5346     75
5347     68
5348     67
5349     69
5350     66
5351     70
5352     68
5353     70
5354     70
5355     71
5356     76
5357     72
5358     75
5359     70
5360     75
5361     69
5362     72
5363     75
5364     69
5365     72
5366     73
5367     76
5368     72
5369     74
5370     72
5371     70
5372     70
5373     71
5374     75
5375     69
5376     73
5377     68
5378     70
5379     75
5380     73
5381     70
5382     73
5383     69
5384     68
5385     72
5386     69
5387     75
5388     74
5389     72
5390     72
5391     74
5392     69
5393     74
5394     74
5395     69
5396     71
5397     73
5398     68
5399     74
5400     69
5401     72
5402     64
5403     70
5404     69
5405     70
5406     68
5407     67
5408     68
5409     70
5410     69
5411     68
5412     67
5413     68
5414     71
5415     76
5416     72
5417     74
5418     69
5419     70
5420     70
5421     70
5422     65
5423     72
5424     69
5425     75
5426     72
5427     71
5428     78
5429     75
5430     68
5431     77
5432     75
5433     70
5434     74
5435     72
5436     69
5437     70
5438     73
5439     69
5440     70
5441     64
5442     73
5443     77
5444     74
5445     73
5446     71
5447     73
5448     72
5449     71
5450     68
5451     76
5452     70
5453     70
5454     70
5455     73
5456     73
5457     72
5458     67
5459     72
5460     73
5461     70
5462     71
5463     70
5464     72
5465     75
5466     70
5467     67
5468     68
5469     78
5470     70
5471     73
5472     69
5473     74
5474     69
5475     72
5476     67
5477     72
5478     69
5479     66
5480     73
5481     71
5482     72
5483     68
5484     71
5485     76
5486     76
5487     74
5488     66
5489     71
5490     73
5491     79
5492     72
5493     75
5494     71
5495     70
5496     70
5497     72
5498     74
5499     71
5500     71
5501     73
5502     70
5503     69
5504     73
5505     73
5506     71
5507     69
5508     71
5509     70
5510     69
5511     73
5512     67
5513     72
5514     73
5515     68
5516     76
5517     69
5518     72
5519     71
5520     70
5521     77
5522     74
5523     71
5524     69
5525     69
5526     71
5527     70
5528     70
5529     73
5530     75
5531     72
5532     67
5533     72
5534     72
5535     73
5536     70
5537     69
5538     70
5539     77
5540     67
5541     73
5542     73
5543     68
5544     77
5545     72
5546     73
5547     71
5548     75
5549     67
5550     69
5551     69
5552     73
5553     66
5554     74
5555     75
5556     69
5557     76
5558     72
5559     72
5560     73
5561     75
5562     71
5563     70
5564     67
5565     69
5566     65
5567     71
5568     71
5569     66
5570     74
5571     73
5572     74
5573     69
5574     69
5575     66
5576     71
5577     71
5578     65
5579     77
5580     67
5581     72
5582     69
5583     69
5584     69
5585     72
5586     73
5587     69
5588     67
5589     74
5590     75
5591     75
5592     75
5593     71
5594     74
5595     75
5596     74
5597     72
5598     72
5599     75
5600     70
5601     74
5602     72
5603     70
5604     72
5605     70
5606     73
5607     72
5608     70
5609     70
5610     76
5611     69
5612     72
5613     74
5614     69
5615     73
5616     75
5617     71
5618     74
5619     72
5620     63
5621     74
5622     77
5623     76
5624     76
5625     75
5626     72
5627     70
5628     71
5629     77
5630     69
5631     72
5632     76
5633     75
5634     68
5635     74
5636     69
5637     72
5638     71
5639     71
5640     68
5641     68
5642     74
5643     66
5644     69
5645     70
5646     69
5647     70
5648     71
5649     71
5650     74
5651     68
5652     75
5653     74
5654     69
5655     70
5656     71
5657     70
5658     70
5659     67
5660     75
5661     73
5662     69
5663     76
5664     70
5665     69
5666     73
5667     72
5668     73
5669     78
5670     74
5671     73
5672     73
5673     71
5674     74
5675     71
5676     68
5677     72
5678     71
5679     70
5680     65
5681     72
5682     76
5683     68
5684     74
5685     71
5686     69
5687     72
5688     71
5689     72
5690     73
5691     68
5692     67
5693     65
5694     69
5695     71
5696     66
5697     74
5698     71
5699     74
5700     68
5701     73
5702     73
5703     76
5704     74
5705     69
5706     72
5707     72
5708     68
5709     69
5710     76
5711     72
5712     72
5713     69
5714     70
5715     73
5716     71
5717     72
5718     76
5719     75
5720     69
5721     73
5722     72
5723     73
5724     69
5725     73
5726     70
5727     75
5728     71
5729     71
5730     69
5731     75
5732     72
5733     74
5734     73
5735     72
5736     66
5737     75
5738     69
5739     72
5740     73
5741     69
5742     73
5743     69
5744     73
5745     73
5746     71
5747     75
5748     72
5749     72
5750     71
5751     72
5752     68
5753     74
5754     70
5755     74
5756     74
5757     75
5758     72
5759     69
5760     74
5761     74
5762     67
5763     71
5764     73
5765     73
5766     70
5767     71
5768     72
5769     71
5770     69
5771     70
5772     68
5773     74
5774     70
5775     70
5776     76
5777     71
5778     74
5779     74
5780     68
5781     70
5782     67
5783     67
5784     72
5785     66
5786     72
5787     72
5788     73
5789     70
5790     66
5791     70
5792     76
5793     70
5794     73
5795     76
5796     74
5797     67
5798     73
5799     69
5800     70
5801     67
5802     74
5803     70
5804     68
5805     72
5806     72
5807     71
5808     72
5809     70
5810     74
5811     72
5812     69
5813     68
5814     70
5815     73
5816     74
5817     72
5818     72
5819     71
5820     76
5821     69
5822     66
5823     75
5824     69
5825     72
5826     76
5827     72
5828     62
5829     73
5830     72
5831     71
5832     73
5833     77
5834     74
5835     68
5836     70
5837     70
5838     70
5839     70
5840     70
5841     74
5842     75
5843     65
5844     72
5845     73
5846     73
5847     76
5848     73
5849     75
5850     74
5851     77
5852     66
5853     73
5854     68
5855     71
5856     74
5857     69
5858     74
5859     68
5860     76
5861     71
5862     73
5863     72
5864     72
5865     69
5866     70
5867     72
5868     69
5869     76
5870     72
5871     73
5872     73
5873     72
5874     66
5875     75
5876     74
5877     71
5878     72
5879     72
5880     73
5881     70
5882     71
5883     72
5884     65
5885     68
5886     69
5887     71
5888     72
5889     70
5890     68
5891     67
5892     75
5893     75
5894     70
5895     69
5896     72
5897     69
5898     69
5899     73
5900     67
5901     72
5902     69
5903     72
5904     73
5905     72
5906     70
5907     73
5908     72
5909     74
5910     72
5911     73
5912     69
5913     68
5914     76
5915     76
5916     72
5917     72
5918     74
5919     76
5920     68
5921     78
5922     68
5923     70
5924     68
5925     74
5926     70
5927     73
5928     69
5929     76
5930     74
5931     73
5932     72
5933     73
5934     74
5935     66
5936     74
5937     71
5938     74
5939     70
5940     72
5941     73
5942     71
5943     73
5944     68
5945     71
5946     70
5947     73
5948     72
5949     69
5950     70
5951     72
5952     76
5953     73
5954     67
5955     74
5956     70
5957     71
5958     66
5959     70
5960     69
5961     69
5962     68
5963     66
5964     72
5965     74
5966     70
5967     74
5968     73
5969     76
5970     67
5971     72
5972     74
5973     73
5974     67
5975     72
5976     69
5977     69
5978     70
5979     72
5980     72
5981     69
5982     75
5983     65
5984     75
5985     72
5986     65
5987     77
5988     73
5989     75
5990     72
5991     72
5992     69
5993     70
5994     75
5995     69
5996     71
5997     72
5998     74
5999     67
6000     70
6001     72
6002     70
6003     70
6004     69
6005     69
6006     75
6007     71
6008     66
6009     70
6010     76
6011     71
6012     74
6013     74
6014     71
6015     76
6016     69
6017     73
6018     71
6019     70
6020     72
6021     69
6022     69
6023     71
6024     74
6025     70
6026     70
6027     69
6028     65
6029     69
6030     71
6031     75
6032     72
6033     72
6034     72
6035     69
6036     70
6037     74
6038     77
6039     71
6040     73
6041     73
6042     72
6043     71
6044     70
6045     73
6046     73
6047     71
6048     69
6049     69
6050     70
6051     72
6052     72
6053     71
6054     68
6055     73
6056     69
6057     75
6058     72
6059     67
6060     70
6061     72
6062     74
6063     67
6064     71
6065     70
6066     67
6067     73
6068     74
6069     74
6070     74
6071     71
6072     72
6073     74
6074     72
6075     69
6076     69
6077     73
6078     70
6079     71
6080     67
6081     69
6082     70
6083     77
6084     72
6085     69
6086     71
6087     76
6088     74
6089     76
6090     67
6091     71
6092     71
6093     74
6094     68
6095     73
6096     70
6097     71
6098     73
6099     70
6100     72
6101     65
6102     67
6103     71
6104     75
6105     69
6106     71
6107     74
6108     68
6109     70
6110     77
6111     72
6112     71
6113     70
6114     71
6115     66
6116     75
6117     68
6118     75
6119     72
6120     70
6121     66
6122     69
6123     72
6124     66
6125     70
6126     71
6127     71
6128     71
6129     69
6130     74
6131     68
6132     73
6133     73
6134     70
6135     76
6136     73
6137     73
6138     70
6139     74
6140     68
6141     75
6142     74
6143     66
6144     73
6145     66
6146     70
6147     74
6148     72
6149     68
6150     70
6151     71
6152     66
6153     71
6154     74
6155     72
6156     71
6157     76
6158     71
6159     70
6160     67
6161     70
6162     75
6163     71
6164     75
6165     70
6166     77
6167     72
6168     70
6169     69
6170     76
6171     72
6172     73
6173     77
6174     70
6175     72
6176     70
6177     74
6178     74
6179     72
6180     74
6181     71
6182     69
6183     72
6184     69
6185     72
6186     72
6187     69
6188     73
6189     68
6190     67
6191     68
6192     74
6193     67
6194     74
6195     66
6196     72
6197     69
6198     75
6199     70
6200     70
6201     76
6202     73
6203     71
6204     69
6205     73
6206     72
6207     67
6208     67
6209     70
6210     75
6211     74
6212     75
6213     72
6214     70
6215     70
6216     72
6217     67
6218     72
6219     72
6220     72
6221     70
6222     67
6223     70
6224     73
6225     73
6226     72
6227     68
6228     73
6229     70
6230     75
6231     74
6232     73
6233     72
6234     75
6235     72
6236     74
6237     68
6238     66
6239     69
6240     76
6241     76
6242     70
6243     67
6244     75
6245     72
6246     69
6247     70
6248     72
6249     73
6250     75
6251     73
6252     69
6253     70
6254     69
6255     72
6256     77
6257     69
6258     72
6259     70
6260     70
6261     73
6262     72
6263     77
6264     72
6265     68
6266     70
6267     70
6268     72
6269     71
6270     67
6271     70
6272     72
6273     70
6274     75
6275     61
6276     75
6277     73
6278     73
6279     72
6280     75
6281     76
6282     74
6283     72
6284     64
6285     70
6286     72
6287     72
6288     75
6289     76
6290     73
6291     71
6292     71
6293     71
6294     74
6295     71
6296     66
6297     75
6298     72
6299     67
6300     72
6301     73
6302     74
6303     72
6304     66
6305     70
6306     70
6307     69
6308     73
6309     67
6310     68
6311     74
6312     72
6313     70
6314     74
6315     73
6316     75
6317     76
6318     74
6319     75
6320     72
6321     74
6322     74
6323     72
6324     67
6325     69
6326     68
6327     74
6328     70
6329     70
6330     72
6331     73
6332     72
6333     69
6334     69
6335     71
6336     69
6337     73
6338     69
6339     75
6340     78
6341     67
6342     73
6343     72
6344     73
6345     71
6346     76
6347     73
6348     74
6349     73
6350     77
6351     70
6352     71
6353     65
6354     72
6355     75
6356     72
6357     69
6358     74
6359     72
6360     69
6361     74
6362     65
6363     70
6364     76
6365     67
6366     68
6367     74
6368     70
6369     72
6370     68
6371     70
6372     75
6373     73
6374     74
6375     65
6376     77
6377     72
6378     69
6379     70
6380     72
6381     70
6382     74
6383     71
6384     74
6385     73
6386     70
6387     75
6388     71
6389     70
6390     75
6391     71
6392     74
6393     74
6394     66
6395     69
6396     72
6397     71
6398     72
6399     69
6400     70
6401     68
6402     67
6403     70
6404     71
6405     72
6406     70
6407     76
6408     74
6409     71
6410     76
6411     67
6412     74
6413     70
6414     75
6415     75
6416     70
6417     72
6418     70
6419     74
6420     69
6421     69
6422     72
6423     71
6424     65
6425     69
6426     70
6427     74
6428     75
6429     75
6430     66
6431     67
6432     71
6433     69
6434     70
6435     72
6436     73
6437     68
6438     69
6439     67
6440     72
6441     77
6442     74
6443     72
6444     72
6445     70
6446     72
6447     75
6448     71
6449     76
6450     70
6451     73
6452     72
6453     69
6454     69
6455     66
6456     71
6457     74
6458     70
6459     71
6460     74
6461     74
6462     69
6463     70
6464     74
6465     76
6466     69
6467     70
6468     70
6469     72
6470     68
6471     69
6472     69
6473     67
6474     71
6475     78
6476     74
6477     74
6478     69
6479     74
6480     69
6481     72
6482     72
6483     73
6484     74
6485     74
6486     75
6487     72
6488     65
6489     71
6490     72
6491     67
6492     70
6493     74
6494     74
6495     72
6496     71
6497     73
6498     71
6499     73
6500     71
6501     71
6502     69
6503     74
6504     71
6505     74
6506     70
6507     72
6508     76
6509     69
6510     76
6511     74
6512     70
6513     72
6514     75
6515     70
6516     72
6517     74
6518     71
6519     74
6520     69
6521     70
6522     72
6523     71
6524     68
6525     72
6526     74
6527     74
6528     74
6529     69
6530     73
6531     72
6532     70
6533     73
6534     73
6535     64
6536     68
6537     70
6538     72
6539     76
6540     72
6541     69
6542     70
6543     71
6544     71
6545     74
6546     72
6547     67
6548     70
6549     74
6550     73
6551     74
6552     72
6553     73
6554     74
6555     71
6556     70
6557     71
6558     75
6559     67
6560     76
6561     71
6562     68
6563     72
6564     68
6565     76
6566     72
6567     69
6568     76
6569     78
6570     69
6571     69
6572     68
6573     69
6574     79
6575     71
6576     70
6577     75
6578     71
6579     68
6580     72
6581     72
6582     74
6583     73
6584     61
6585     74
6586     71
6587     73
6588     73
6589     71
6590     75
6591     74
6592     69
6593     76
6594     69
6595     73
6596     67
6597     74
6598     67
6599     72
6600     73
6601     72
6602     68
6603     69
6604     70
6605     69
6606     68
6607     71
6608     72
6609     71
6610     73
6611     70
6612     69
6613     76
6614     70
6615     72
6616     73
6617     72
6618     75
6619     70
6620     67
6621     70
6622     67
6623     73
6624     72
6625     70
6626     71
6627     65
6628     66
6629     75
6630     72
6631     66
6632     70
6633     69
6634     67
6635     74
6636     69
6637     69
6638     70
6639     71
6640     70
6641     74
6642     71
6643     74
6644     69
6645     72
6646     68
6647     74
6648     72
6649     75
6650     70
6651     72
6652     72
6653     69
6654     72
6655     72
6656     71
6657     76
6658     72
6659     71
6660     75
6661     72
6662     69
6663     69
6664     74
6665     74
6666     72
6667     77
6668     69
6669     70
6670     74
6671     72
6672     70
6673     77
6674     69
6675     73
6676     71
6677     75
6678     74
6679     73
6680     71
6681     71
6682     67
6683     69
6684     76
6685     71
6686     73
6687     70
6688     67
6689     70
6690     73
6691     72
6692     71
6693     69
6694     77
6695     66
6696     76
6697     72
6698     75
6699     77
6700     74
6701     69
6702     72
6703     71
6704     66
6705     75
6706     74
6707     70
6708     74
6709     73
6710     70
6711     72
6712     71
6713     65
6714     69
6715     70
6716     74
6717     75
6718     70
6719     72
6720     69
6721     70
6722     72
6723     72
6724     70
6725     72
6726     74
6727     71
6728     70
6729     69
6730     73
6731     67
6732     65
6733     73
6734     72
6735     67
6736     69
6737     72
6738     71
6739     74
6740     76
6741     70
6742     73
6743     73
6744     72
6745     67
6746     70
6747     69
6748     71
6749     69
6750     71
6751     74
6752     73
6753     70
6754     75
6755     70
6756     71
6757     67
6758     73
6759     71
6760     69
6761     66
6762     69
6763     73
6764     75
6765     71
6766     71
6767     71
6768     71
6769     73
6770     69
6771     74
6772     70
6773     68
6774     69
6775     70
6776     67
6777     69
6778     70
6779     69
6780     72
6781     71
6782     77
6783     74
6784     74
6785     75
6786     76
6787     74
6788     78
6789     73
6790     71
6791     76
6792     69
6793     71
6794     73
6795     72
6796     73
6797     73
6798     75
6799     71
6800     69
6801     70
6802     71
6803     71
6804     69
6805     73
6806     73
6807     73
6808     75
6809     70
6810     72
6811     74
6812     75
6813     77
6814     66
6815     72
6816     74
6817     76
6818     74
6819     69
6820     75
6821     72
6822     72
6823     77
6824     71
6825     67
6826     71
6827     72
6828     73
6829     74
6830     69
6831     70
6832     73
6833     68
6834     71
6835     69
6836     67
6837     72
6838     72
6839     72
6840     75
6841     70
6842     76
6843     69
6844     72
6845     73
6846     70
6847     67
6848     70
6849     74
6850     70
6851     72
6852     74
6853     73
6854     74
6855     72
6856     70
6857     70
6858     68
6859     67
6860     69
6861     73
6862     75
6863     72
6864     73
6865     69
6866     73
6867     67
6868     68
6869     73
6870     71
6871     71
6872     73
6873     68
6874     68
6875     74
6876     75
6877     75
6878     70
6879     75
6880     77
6881     70
6882     72
6883     69
6884     72
6885     68
6886     68
6887     67
6888     69
6889     73
6890     69
6891     72
6892     68
6893     78
6894     69
6895     66
6896     71
6897     73
6898     76
6899     74
6900     72
6901     69
6902     70
6903     74
6904     68
6905     73
6906     72
6907     74
6908     69
6909     73
6910     70
6911     72
6912     70
6913     71
6914     70
6915     78
6916     70
6917     68
6918     71
6919     71
6920     71
6921     74
6922     70
6923     72
6924     70
6925     72
6926     72
6927     68
6928     70
6929     69
6930     71
6931     73
6932     75
6933     73
6934     76
6935     69
6936     68
6937     76
6938     74
6939     74
6940     73
6941     70
6942     72
6943     71
6944     74
6945     73
6946     70
6947     75
6948     76
6949     69
6950     74
6951     70
6952     70
6953     69
6954     70
6955     68
6956     68
6957     70
6958     69
6959     69
6960     70
6961     72
6962     72
6963     71
6964     69
6965     76
6966     71
6967     72
6968     72
6969     74
6970     73
6971     72
6972     67
6973     67
6974     73
6975     71
6976     71
6977     72
6978     69
6979     69
6980     68
6981     74
6982     77
6983     71
6984     73
6985     79
6986     72
6987     70
6988     72
6989     70
6990     71
6991     73
6992     74
6993     72
6994     66
6995     69
6996     71
6997     73
6998     71
6999     70
7000     74
7001     74
7002     73
7003     69
7004     70
7005     70
7006     72
7007     72
7008     74
7009     66
7010     70
7011     71
7012     77
7013     70
7014     72
7015     71
7016     75
7017     70
7018     69
7019     71
7020     71
7021     76
7022     68
7023     68
7024     68
7025     66
7026     71
7027     72
7028     68
7029     70
7030     73
7031     71
7032     73
7033     73
7034     73
7035     74
7036     76
7037     73
7038     72
7039     74
7040     69
7041     72
7042     73
7043     69
7044     68
7045     76
7046     73
7047     69
7048     67
7049     70
7050     74
7051     70
7052     69
7053     73
7054     72
7055     73
7056     73
7057     67
7058     74
7059     74
7060     74
7061     68
7062     69
7063     68
7064     74
7065     71
7066     74
7067     69
7068     72
7069     71
7070     75
7071     69
7072     75
7073     71
7074     68
7075     68
7076     75
7077     70
7078     67
7079     73
7080     69
7081     69
7082     68
7083     74
7084     71
7085     73
7086     75
7087     76
7088     71
7089     71
7090     70
7091     69
7092     70
7093     70
7094     74
7095     71
7096     72
7097     69
7098     74
7099     69
7100     72
7101     70
7102     67
7103     72
7104     71
7105     71
7106     72
7107     71
7108     68
7109     72
7110     73
7111     71
7112     75
7113     72
7114     70
7115     71
7116     71
7117     65
7118     70
7119     75
7120     68
7121     73
7122     67
7123     73
7124     67
7125     68
7126     63
7127     70
7128     74
7129     72
7130     72
7131     71
7132     73
7133     74
7134     71
7135     74
7136     71
7137     72
7138     75
7139     73
7140     69
7141     66
7142     69
7143     71
7144     76
7145     76
7146     69
7147     73
7148     72
7149     70
7150     73
7151     76
7152     70
7153     67
7154     71
7155     74
7156     77
7157     71
7158     67
7159     69
7160     75
7161     71
7162     70
7163     70
7164     71
7165     69
7166     73
7167     68
7168     72
7169     71
7170     72
7171     71
7172     74
7173     73
7174     65
7175     68
7176     72
7177     69
7178     75
7179     71
7180     72
7181     64
7182     70
7183     75
7184     70
7185     70
7186     71
7187     72
7188     73
7189     72
7190     75
7191     69
7192     72
7193     75
7194     74
7195     74
7196     68
7197     72
7198     70
7199     73
7200     70
7201     76
7202     71
7203     76
7204     70
7205     73
7206     72
7207     68
7208     71
7209     71
7210     72
7211     73
7212     74
7213     68
7214     71
7215     71
7216     67
7217     67
7218     72
7219     69
7220     72
7221     74
7222     73
7223     69
7224     69
7225     70
7226     68
7227     74
7228     67
7229     73
7230     70
7231     69
7232     70
7233     73
7234     72
7235     69
7236     70
7237     74
7238     70
7239     72
7240     71
7241     72
7242     70
7243     72
7244     72
7245     69
7246     71
7247     67
7248     73
7249     71
7250     74
7251     69
7252     71
7253     70
7254     69
7255     68
7256     74
7257     75
7258     71
7259     72
7260     72
7261     74
7262     69
7263     70
7264     73
7265     70
7266     73
7267     73
7268     72
7269     72
7270     70
7271     69
7272     74
7273     72
7274     67
7275     72
7276     72
7277     72
7278     69
7279     77
7280     70
7281     67
7282     68
7283     72
7284     68
7285     71
7286     76
7287     73
7288     70
7289     76
7290     70
7291     70
7292     72
7293     71
7294     73
7295     73
7296     71
7297     70
7298     67
7299     69
7300     74
7301     71
7302     69
7303     68
7304     75
7305     72
7306     72
7307     71
7308     74
7309     72
7310     75
7311     69
7312     69
7313     71
7314     73
7315     73
7316     73
7317     74
7318     70
7319     70
7320     72
7321     74
7322     70
7323     71
7324     68
7325     67
7326     70
7327     72
7328     70
7329     71
7330     70
7331     71
7332     69
7333     69
7334     72
7335     74
7336     72
7337     75
7338     70
7339     73
7340     74
7341     76
7342     71
7343     75
7344     74
7345     73
7346     71
7347     74
7348     66
7349     72
7350     72
7351     70
7352     70
7353     77
7354     73
7355     72
7356     64
7357     69
7358     71
7359     71
7360     76
7361     67
7362     74
7363     72
7364     68
7365     67
7366     74
7367     69
7368     72
7369     70
7370     67
7371     71
7372     70
7373     69
7374     74
7375     71
7376     73
7377     73
7378     70
7379     74
7380     70
7381     72
7382     74
7383     73
7384     71
7385     71
7386     74
7387     69
7388     70
7389     73
7390     73
7391     73
7392     72
7393     70
7394     74
7395     68
7396     72
7397     72
7398     67
7399     72
7400     75
7401     72
7402     71
7403     73
7404     73
7405     72
7406     73
7407     67
7408     72
7409     66
7410     65
7411     73
7412     71
7413     66
7414     71
7415     69
7416     68
7417     70
7418     75
7419     70
7420     69
7421     74
7422     71
7423     74
7424     67
7425     72
7426     76
7427     72
7428     69
7429     68
7430     69
7431     64
7432     74
7433     72
7434     70
7435     74
7436     71
7437     73
7438     73
7439     74
7440     70
7441     76
7442     71
7443     71
7444     73
7445     69
7446     74
7447     75
7448     69
7449     72
7450     71
7451     71
7452     69
7453     70
7454     72
7455     70
7456     72
7457     72
7458     72
7459     73
7460     75
7461     73
7462     68
7463     75
7464     72
7465     68
7466     74
7467     76
7468     68
7469     76
7470     71
7471     67
7472     70
7473     74
7474     69
7475     72
7476     72
7477     75
7478     68
7479     72
7480     73
7481     72
7482     73
7483     72
7484     77
7485     69
7486     70
7487     72
7488     76
7489     71
7490     67
7491     72
7492     75
7493     67
7494     72
7495     74
7496     70
7497     74
7498     69
7499     76
7500     74
7501     69
7502     69
7503     71
7504     73
7505     72
7506     68
7507     72
7508     72
7509     66
7510     71
7511     68
7512     72
7513     70
7514     68
7515     71
7516     75
7517     74
7518     69
7519     76
7520     74
7521     70
7522     69
7523     76
7524     70
7525     68
7526     76
7527     70
7528     71
7529     74
7530     72
7531     73
7532     72
7533     73
7534     73
7535     71
7536     73
7537     74
7538     69
7539     68
7540     72
7541     70
7542     72
7543     74
7544     69
7545     77
7546     70
7547     69
7548     72
7549     72
7550     72
7551     69
7552     73
7553     70
7554     73
7555     75
7556     69
7557     75
7558     78
7559     69
7560     72
7561     76
7562     70
7563     73
7564     71
7565     67
7566     76
7567     69
7568     74
7569     72
7570     71
7571     75
7572     68
7573     76
7574     72
7575     72
7576     68
7577     68
7578     77
7579     70
7580     69
7581     74
7582     72
7583     72
7584     69
7585     74
7586     72
7587     70
7588     73
7589     69
7590     75
7591     71
7592     75
7593     74
7594     65
7595     76
7596     70
7597     71
7598     68
7599     75
7600     75
7601     76
7602     69
7603     67
7604     69
7605     76
7606     72
7607     70
7608     76
7609     74
7610     67
7611     68
7612     71
7613     77
7614     72
7615     71
7616     71
7617     74
7618     74
7619     74
7620     71
7621     69
7622     68
7623     71
7624     70
7625     73
7626     75
7627     70
7628     70
7629     71
7630     72
7631     70
7632     75
7633     72
7634     73
7635     76
7636     73
7637     74
7638     72
7639     69
7640     74
7641     71
7642     73
7643     72
7644     73
7645     73
7646     70
7647     72
7648     73
7649     74
7650     72
7651     72
7652     72
7653     71
7654     74
7655     71
7656     72
7657     69
7658     71
7659     75
7660     70
7661     70
7662     72
7663     71
7664     69
7665     73
7666     70
7667     70
7668     73
7669     69
7670     76
7671     72
7672     75
7673     74
7674     73
7675     72
7676     72
7677     67
7678     73
7679     76
7680     69
7681     66
7682     70
7683     73
7684     67
7685     68
7686     74
7687     71
7688     71
7689     72
7690     75
7691     67
7692     72
7693     76
7694     69
7695     70
7696     73
7697     69
7698     72
7699     73
7700     74
7701     73
7702     74
7703     68
7704     74
7705     74
7706     73
7707     71
7708     71
7709     71
7710     70
7711     73
7712     72
7713     77
7714     74
7715     76
7716     72
7717     70
7718     70
7719     72
7720     71
7721     70
7722     71
7723     75
7724     75
7725     71
7726     73
7727     73
7728     74
7729     74
7730     74
7731     74
7732     74
7733     74
7734     67
7735     70
7736     73
7737     72
7738     69
7739     73
7740     71
7741     68
7742     69
7743     72
7744     70
7745     72
7746     69
7747     73
7748     74
7749     70
7750     71
7751     70
7752     70
7753     70
7754     76
7755     73
7756     74
7757     70
7758     74
7759     72
7760     72
7761     69
7762     79
7763     77
7764     74
7765     68
7766     73
7767     73
7768     76
7769     67
7770     72
7771     74
7772     67
7773     74
7774     70
7775     76
7776     70
7777     70
7778     73
7779     72
7780     70
7781     70
7782     67
7783     67
7784     76
7785     78
7786     69
7787     75
7788     77
7789     70
7790     73
7791     71
7792     68
7793     72
7794     74
7795     69
7796     73
7797     69
7798     71
7799     67
7800     69
7801     76
7802     72
7803     71
7804     72
7805     69
7806     77
7807     75
7808     70
7809     66
7810     70
7811     70
7812     76
7813     72
7814     71
7815     75
7816     69
7817     71
7818     70
7819     69
7820     69
7821     72
7822     74
7823     68
7824     71
7825     72
7826     75
7827     69
7828     74
7829     66
7830     73
7831     72
7832     76
7833     70
7834     74
7835     74
7836     74
7837     75
7838     71
7839     70
7840     69
7841     74
7842     69
7843     74
7844     68
7845     70
7846     73
7847     73
7848     72
7849     72
7850     76
7851     70
7852     72
7853     72
7854     71
7855     73
7856     74
7857     73
7858     67
7859     72
7860     70
7861     72
7862     69
7863     69
7864     76
7865     66
7866     71
7867     73
7868     76
7869     74
7870     70
7871     72
7872     67
7873     71
7874     73
7875     75
7876     69
7877     74
7878     68
7879     70
7880     73
7881     72
7882     69
7883     72
7884     72
7885     72
7886     69
7887     72
7888     72
7889     67
7890     70
7891     70
7892     69
7893     72
7894     71
7895     72
7896     69
7897     72
7898     74
7899     76
7900     70
7901     71
7902     72
7903     67
7904     75
7905     73
7906     71
7907     70
7908     74
7909     66
7910     71
7911     76
7912     68
7913     72
7914     74
7915     70
7916     70
7917     75
7918     75
7919     74
7920     74
7921     74
7922     71
7923     74
7924     72
7925     69
7926     69
7927     69
7928     70
7929     75
7930     74
7931     72
7932     70
7933     74
7934     67
7935     69
7936     74
7937     71
7938     69
7939     74
7940     69
7941     69
7942     67
7943     70
7944     73
7945     71
7946     76
7947     71
7948     69
7949     74
7950     71
7951     71
7952     75
7953     74
7954     74
7955     73
7956     65
7957     70
7958     72
7959     72
7960     70
7961     72
7962     78
7963     68
7964     72
7965     72
7966     72
7967     71
7968     65
7969     72
7970     72
7971     70
7972     72
7973     70
7974     75
7975     73
7976     70
7977     67
7978     72
7979     74
7980     73
7981     70
7982     67
7983     69
7984     70
7985     73
7986     73
7987     74
7988     71
7989     67
7990     72
7991     72
7992     72
7993     68
7994     76
7995     70
7996     72
7997     76
7998     66
7999     69
8000     72
8001     72
8002     74
8003     70
8004     72
8005     77
8006     70
8007     72
8008     73
8009     71
8010     74
8011     74
8012     70
8013     71
8014     68
8015     70
8016     69
8017     73
8018     72
8019     70
8020     72
8021     72
8022     72
8023     72
8024     74
8025     71
8026     73
8027     75
8028     75
8029     69
8030     70
8031     74
8032     70
8033     70
8034     76
8035     71
8036     70
8037     72
8038     72
8039     70
8040     66
8041     71
8042     71
8043     70
8044     74
8045     73
8046     75
8047     69
8048     68
8049     72
8050     73
8051     68
8052     75
8053     72
8054     69
8055     72
8056     73
8057     72
8058     70
8059     66
8060     68
8061     75
8062     69
8063     69
8064     70
8065     75
8066     70
8067     72
8068     69
8069     67
8070     72
8071     70
8072     73
8073     70
8074     76
8075     75
8076     72
8077     71
8078     70
8079     72
8080     69
8081     74
8082     73
8083     70
8084     72
8085     70
8086     69
8087     70
8088     70
8089     71
8090     70
8091     73
8092     73
8093     73
8094     71
8095     69
8096     71
8097     72
8098     67
8099     72
8100     73
8101     71
8102     72
8103     70
8104     71
8105     72
8106     74
8107     73
8108     72
8109     69
8110     75
8111     69
8112     75
8113     75
8114     74
8115     70
8116     70
8117     66
8118     74
8119     66
8120     73
8121     74
8122     71
8123     70
8124     74
8125     69
8126     71
8127     69
8128     74
8129     72
8130     71
8131     69
8132     71
8133     72
8134     70
8135     72
8136     70
8137     72
8138     72
8139     69
8140     76
8141     69
8142     71
8143     72
8144     67
8145     72
8146     73
8147     73
8148     77
8149     76
8150     74
8151     65
8152     69
8153     69
8154     70
8155     75
8156     74
8157     73
8158     74
8159     68
8160     73
8161     70
8162     72
8163     72
8164     70
8165     71
8166     66
8167     70
8168     77
8169     68
8170     69
8171     76
8172     70
8173     72
8174     71
8175     74
8176     70
8177     70
8178     69
8179     67
8180     74
8181     70
8182     72
8183     67
8184     76
8185     74
8186     72
8187     72
8188     68
8189     72
8190     74
8191     63
8192     70
8193     70
8194     74
8195     71
8196     66
8197     74
8198     72
8199     71
8200     66
8201     73
8202     71
8203     67
8204     69
8205     70
8206     71
8207     73
8208     76
8209     72
8210     69
8211     72
8212     73
8213     75
8214     69
8215     68
8216     67
8217     66
8218     75
8219     74
8220     68
8221     69
8222     69
8223     66
8224     72
8225     74
8226     68
8227     71
8228     69
8229     67
8230     70
8231     73
8232     71
8233     72
8234     72
8235     68
8236     73
8237     69
8238     69
8239     72
8240     69
8241     72
8242     72
8243     72
8244     74
8245     72
8246     69
8247     68
8248     71
8249     70
8250     69
8251     70
8252     72
8253     70
8254     67
8255     68
8256     74
8257     73
8258     71
8259     67
8260     72
8261     69
8262     71
8263     71
8264     71
8265     69
8266     72
8267     69
8268     69
8269     77
8270     71
8271     70
8272     73
8273     72
8274     71
8275     73
8276     69
8277     72
8278     72
8279     68
8280     69
8281     66
8282     75
8283     69
8284     73
8285     69
8286     74
8287     74
8288     76
8289     72
8290     74
8291     68
8292     69
8293     74
8294     69
8295     69
8296     74
8297     70
8298     73
8299     71
8300     73
8301     70
8302     69
8303     72
8304     72
8305     70
8306     71
8307     70
8308     72
8309     72
8310     68
8311     69
8312     71
8313     73
8314     72
8315     67
8316     70
8317     67
8318     76
8319     74
8320     71
8321     66
8322     74
8323     72
8324     75
8325     71
8326     68
8327     73
8328     76
8329     68
8330     72
8331     70
8332     69
8333     75
8334     65
8335     71
8336     75
8337     72
8338     69
8339     70
8340     70
8341     72
8342     67
8343     74
8344     72
8345     72
8346     69
8347     70
8348     66
8349     70
8350     72
8351     71
8352     69
8353     76
8354     72
8355     67
8356     74
8357     69
8358     74
8359     72
8360     71
8361     67
8362     72
8363     68
8364     67
8365     68
8366     74
8367     69
8368     71
8369     70
8370     70
8371     74
8372     72
8373     68
8374     69
8375     74
8376     70
8377     71
8378     69
8379     71
8380     68
8381     70
8382     72
8383     72
8384     68
8385     69
8386     74
8387     68
8388     74
8389     77
8390     71
8391     72
8392     78
8393     66
8394     70
8395     70
8396     71
8397     71
8398     72
8399     69
8400     72
8401     75
8402     67
8403     73
8404     71
8405     73
8406     70
8407     68
8408     72
8409     76
8410     77
8411     70
8412     75
8413     67
8414     72
8415     68
8416     71
8417     69
8418     70
8419     79
8420     72
8421     72
8422     71
8423     75
8424     74
8425     72
8426     66
8427     68
8428     74
8429     68
8430     69
8431     74
8432     76
8433     75
8434     72
8435     69
8436     70
8437     69
8438     71
8439     69
8440     67
8441     67
8442     75
8443     68
8444     69
8445     69
8446     69
8447     69
8448     73
8449     75
8450     73
8451     66
8452     74
8453     71
8454     74
8455     69
8456     71
8457     74
8458     74
8459     69
8460     71
8461     69
8462     71
8463     73
8464     73
8465     75
8466     70
8467     67
8468     73
8469     72
8470     70
8471     74
8472     71
8473     72
8474     74
8475     72
8476     71
8477     72
8478     70
8479     74
8480     66
8481     73
8482     71
8483     74
8484     68
8485     70
8486     71
8487     71
8488     74
8489     70
8490     71
8491     70
8492     72
8493     68
8494     72
8495     66
8496     66
8497     70
8498     74
8499     69
8500     73
8501     73
8502     74
8503     72
8504     77
8505     72
8506     70
8507     72
8508     67
8509     72
8510     76
8511     70
8512     69
8513     74
8514     69
8515     69
8516     70
8517     67
8518     73
8519     74
8520     76
8521     72
8522     75
8523     71
8524     75
8525     76
8526     74
8527     69
8528     68
8529     72
8530     71
8531     67
8532     75
8533     65
8534     66
8535     71
8536     62
8537     74
8538     75
8539     68
8540     72
8541     71
8542     73
8543     71
8544     70
8545     72
8546     73
8547     72
8548     72
8549     70
8550     73
8551     71
8552     70
8553     67
8554     72
8555     72
8556     69
8557     68
8558     69
8559     70
8560     70
8561     69
8562     73
8563     75
8564     74
8565     73
8566     71
8567     72
8568     72
8569     74
8570     70
8571     76
8572     71
8573     74
8574     69
8575     75
8576     70
8577     73
8578     70
8579     72
8580     76
8581     70
8582     73
8583     76
8584     71
8585     73
8586     73
8587     72
8588     70
8589     71
8590     72
8591     70
8592     74
8593     70
8594     69
8595     73
8596     69
8597     69
8598     70
8599     67
8600     68
8601     71
8602     72
8603     69
8604     71
8605     67
8606     68
8607     71
8608     68
8609     72
8610     68
8611     71
8612     68
8613     74
8614     72
8615     75
8616     72
8617     70
8618     72
8619     73
8620     74
8621     67
8622     75
8623     71
8624     73
8625     69
8626     76
8627     74
8628     67
8629     72
8630     69
8631     72
8632     72
8633     75
8634     71
8635     71
8636     70
8637     71
8638     74
8639     68
8640     67
8641     74
8642     75
8643     74
8644     75
8645     74
8646     77
8647     70
8648     74
8649     70
8650     72
8651     73
8652     75
8653     70
8654     69
8655     75
8656     67
8657     72
8658     72
8659     70
8660     72
8661     74
8662     72
8663     67
8664     67
8665     72
8666     69
8667     66
8668     68
8669     76
8670     71
8671     73
8672     72
8673     70
8674     66
8675     72
8676     72
8677     67
8678     73
8679     68
8680     74
8681     74
8682     76
8683     71
8684     67
8685     69
8686     71
8687     72
8688     70
8689     75
8690     65
8691     71
8692     70
8693     67
8694     70
8695     73
8696     75
8697     76
8698     75
8699     70
8700     70
8701     70
8702     67
8703     73
8704     67
8705     75
8706     65
8707     68
8708     69
8709     71
8710     73
8711     75
8712     70
8713     72
8714     67
8715     74
8716     68
8717     75
8718     74
8719     71
8720     68
8721     74
8722     69
8723     69
8724     71
8725     69
8726     76
8727     66
8728     69
8729     74
8730     71
8731     67
8732     74
8733     69
8734     69
8735     77
8736     69
8737     69
8738     69
8739     70
8740     77
8741     71
8742     73
8743     74
8744     70
8745     69
8746     67
8747     75
8748     76
8749     71
8750     67
8751     69
8752     70
8753     68
8754     70
8755     69
8756     73
8757     72
8758     72
8759     70
8760     67
8761     72
8762     70
8763     72
8764     73
8765     74
8766     66
8767     69
8768     74
8769     74
8770     75
8771     72
8772     66
8773     72
8774     72
8775     72
8776     70
8777     71
8778     69
8779     73
8780     67
8781     65
8782     74
8783     72
8784     68
8785     71
8786     70
8787     68
8788     70
8789     76
8790     72
8791     74
8792     68
8793     76
8794     75
8795     69
8796     71
8797     69
8798     69
8799     70
8800     74
8801     68
8802     74
8803     74
8804     70
8805     73
8806     72
8807     74
8808     73
8809     71
8810     69
8811     71
8812     72
8813     77
8814     72
8815     67
8816     72
8817     73
8818     68
8819     71
8820     66
8821     73
8822     73
8823     68
8824     67
8825     71
8826     72
8827     71
8828     70
8829     67
8830     67
8831     67
8832     76
8833     72
8834     76
8835     72
8836     70
8837     69
8838     65
8839     73
8840     72
8841     74
8842     75
8843     69
8844     76
8845     66
8846     72
8847     71
8848     74
8849     72
8850     73
8851     73
8852     68
8853     70
8854     67
8855     73
8856     70
8857     73
8858     73
8859     66
8860     71
8861     75
8862     70
8863     75
8864     70
8865     68
8866     72
8867     66
8868     70
8869     70
8870     70
8871     74
8872     68
8873     69
8874     66
8875     68
8876     75
8877     70
8878     71
8879     69
8880     72
8881     71
8882     71
8883     68
8884     74
8885     69
8886     71
8887     74
8888     69
8889     70
8890     68
8891     75
8892     71
8893     69
8894     74
8895     75
8896     70
8897     71
8898     70
8899     71
8900     69
8901     75
8902     75
8903     73
8904     72
8905     71
8906     67
8907     69
8908     77
8909     72
8910     72
8911     75
8912     69
8913     74
8914     74
8915     71
8916     71
8917     72
8918     69
8919     69
8920     75
8921     74
8922     74
8923     70
8924     72
8925     73
8926     69
8927     69
8928     72
8929     74
8930     78
8931     72
8932     71
8933     72
8934     68
8935     66
8936     73
8937     72
8938     69
8939     68
8940     67
8941     72
8942     71
8943     66
8944     72
8945     69
8946     65
8947     72
8948     73
8949     68
8950     72
8951     69
8952     73
8953     72
8954     69
8955     74
8956     70
8957     70
8958     74
8959     67
8960     66
8961     70
8962     68
8963     67
8964     70
8965     70
8966     71
8967     67
8968     74
8969     72
8970     72
8971     69
8972     69
8973     71
8974     69
8975     70
8976     71
8977     69
8978     69
8979     71
8980     73
8981     72
8982     70
8983     69
8984     71
8985     73
8986     70
8987     71
8988     73
8989     72
8990     69
8991     66
8992     70
8993     70
8994     72
8995     70
8996     71
8997     74
8998     72
8999     69
9000     74
9001     70
9002     74
9003     67
9004     72
9005     69
9006     70
9007     69
9008     69
9009     65
9010     73
9011     73
9012     71
9013     74
9014     72
9015     69
9016     73
9017     75
9018     74
9019     72
9020     71
9021     72
9022     67
9023     71
9024     72
9025     76
9026     72
9027     69
9028     71
9029     72
9030     72
9031     67
9032     74
9033     71
9034     74
9035     75
9036     72
9037     70
9038     70
9039     74
9040     70
9041     72
9042     69
9043     68
9044     70
9045     67
9046     70
9047     66
9048     70
9049     73
9050     69
9051     69
9052     69
9053     70
9054     72
9055     67
9056     70
9057     70
9058     72
9059     70
9060     66
9061     76
9062     71
9063     73
9064     73
9065     73
9066     68
9067     71
9068     73
9069     75
9070     73
9071     70
9072     74
9073     74
9074     76
9075     72
9076     73
9077     72
9078     72
9079     71
9080     69
9081     69
9082     74
9083     73
9084     72
9085     76
9086     73
9087     76
9088     73
9089     68
9090     72
9091     73
9092     73
9093     73
9094     76
9095     69
9096     68
9097     70
9098     67
9099     71
9100     69
9101     72
9102     76
9103     70
9104     73
9105     67
9106     71
9107     71
9108     75
9109     76
9110     74
9111     70
9112     67
9113     76
9114     72
9115     72
9116     72
9117     73
9118     71
9119     72
9120     68
9121     67
9122     72
9123     72
9124     75
9125     71
9126     77
9127     75
9128     70
9129     69
9130     68
9131     72
9132     76
9133     72
9134     71
9135     75
9136     67
9137     72
9138     70
9139     73
9140     69
9141     70
9142     74
9143     72
9144     69
9145     71
9146     72
9147     74
9148     72
9149     72
9150     71
9151     69
9152     74
9153     67
9154     68
9155     69
9156     76
9157     72
9158     71
9159     77
9160     69
9161     69
9162     75
9163     76
9164     72
9165     75
9166     71
9167     76
9168     67
9169     73
9170     70
9171     68
9172     72
9173     72
9174     72
9175     70
9176     72
9177     76
9178     72
9179     71
9180     74
9181     67
9182     70
9183     73
9184     68
9185     71
9186     74
9187     74
9188     74
9189     72
9190     74
9191     72
9192     74
9193     72
9194     72
9195     74
9196     71
9197     71
9198     70
9199     75
9200     73
9201     74
9202     72
9203     67
9204     72
9205     72
9206     68
9207     69
9208     72
9209     73
9210     73
9211     69
9212     75
9213     74
9214     72
9215     70
9216     73
9217     70
9218     73
9219     74
9220     69
9221     71
9222     74
9223     76
9224     75
9225     71
9226     70
9227     69
9228     67
9229     76
9230     75
9231     68
9232     72
9233     66
9234     70
9235     75
9236     68
9237     70
9238     70
9239     70
9240     70
9241     69
9242     71
9243     75
9244     71
9245     75
9246     72
9247     70
9248     67
9249     70
9250     71
9251     70
9252     73
9253     74
9254     69
9255     74
9256     69
9257     71
9258     64
9259     69
9260     72
9261     72
9262     69
9263     70
9264     72
9265     73
9266     76
9267     70
9268     73
9269     73
9270     74
9271     72
9272     72
9273     70
9274     68
9275     74
9276     72
9277     69
9278     70
9279     70
9280     71
9281     72
9282     70
9283     73
9284     70
9285     73
9286     71
9287     66
9288     74
9289     67
9290     74
9291     69
9292     74
9293     73
9294     74
9295     74
9296     71
9297     72
9298     73
9299     74
9300     68
9301     69
9302     73
9303     74
9304     72
9305     71
9306     70
9307     69
9308     70
9309     70
9310     73
9311     74
9312     72
9313     72
9314     71
9315     74
9316     71
9317     75
9318     70
9319     75
9320     70
9321     72
9322     74
9323     70
9324     69
9325     69
9326     74
9327     74
9328     67
9329     72
9330     68
9331     72
9332     75
9333     71
9334     68
9335     69
9336     72
9337     74
9338     74
9339     74
9340     70
9341     70
9342     69
9343     68
9344     71
9345     73
9346     69
9347     68
9348     67
9349     67
9350     66
9351     70
9352     76
9353     69
9354     72
9355     74
9356     66
9357     72
9358     72
9359     75
9360     68
9361     73
9362     71
9363     66
9364     73
9365     67
9366     67
9367     72
9368     70
9369     74
9370     76
9371     72
9372     68
9373     72
9374     67
9375     66
9376     76
9377     69
9378     71
9379     69
9380     76
9381     73
9382     73
9383     72
9384     66
9385     74
9386     76
9387     74
9388     68
9389     68
9390     67
9391     72
9392     75
9393     68
9394     75
9395     71
9396     71
9397     74
9398     72
9399     67
9400     75
9401     70
9402     75
9403     73
9404     75
9405     68
9406     67
9407     76
9408     74
9409     73
9410     70
9411     72
9412     72
9413     68
9414     75
9415     72
9416     72
9417     72
9418     75
9419     70
9420     71
9421     72
9422     74
9423     69
9424     72
9425     72
9426     70
9427     66
9428     67
9429     72
9430     71
9431     70
9432     69
9433     73
9434     71
9435     73
9436     76
9437     69
9438     69
9439     74
9440     75
9441     66
9442     73
9443     75
9444     72
9445     71
9446     74
9447     70
9448     71
9449     73
9450     70
9451     70
9452     76
9453     67
9454     73
9455     76
9456     74
9457     73
9458     77
9459     71
9460     75
9461     70
9462     74
9463     71
9464     75
9465     76
9466     71
9467     74
9468     74
9469     73
9470     72
9471     72
9472     70
9473     75
9474     68
9475     74
9476     74
9477     76
9478     71
9479     73
9480     72
9481     69
9482     71
9483     73
9484     73
9485     65
9486     71
9487     72
9488     72
9489     70
9490     75
9491     78
9492     70
9493     71
9494     67
9495     68
9496     72
9497     73
9498     74
9499     69
9500     70
9501     70
9502     67
9503     72
9504     76
9505     76
9506     69
9507     76
9508     70
9509     68
9510     77
9511     69
9512     74
9513     69
9514     71
9515     74
9516     74
9517     70
9518     69
9519     67
9520     70
9521     65
9522     69
9523     70
9524     70
9525     70
9526     69
9527     69
9528     72
9529     72
9530     74
9531     73
9532     69
9533     72
9534     70
9535     70
9536     70
9537     73
9538     72
9539     69
9540     69
9541     70
9542     68
9543     74
9544     72
9545     68
9546     70
9547     69
9548     72
9549     71
9550     69
9551     71
9552     69
9553     71
9554     70
9555     71
9556     74
9557     67
9558     71
9559     80
9560     67
9561     68
9562     71
9563     71
9564     69
9565     74
9566     70
9567     76
9568     69
9569     68
9570     64
9571     72
9572     72
9573     72
9574     69
9575     71
9576     70
9577     73
9578     74
9579     71
9580     70
9581     73
9582     74
9583     65
9584     75
9585     69
9586     71
9587     72
9588     65
9589     71
9590     72
9591     71
9592     75
9593     73
9594     75
9595     74
9596     73
9597     76
9598     74
9599     71
9600     73
9601     67
9602     69
9603     68
9604     75
9605     71
9606     71
9607     74
9608     70
9609     70
9610     72
9611     68
9612     70
9613     75
9614     74
9615     70
9616     70
9617     71
9618     76
9619     70
9620     69
9621     72
9622     73
9623     72
9624     73
9625     70
9626     69
9627     74
9628     70
9629     76
9630     72
9631     67
9632     70
9633     72
9634     70
9635     67
9636     72
9637     73
9638     70
9639     77
9640     70
9641     68
9642     69
9643     71
9644     73
9645     71
9646     72
9647     76
9648     63
9649     74
9650     72
9651     69
9652     69
9653     72
9654     68
9655     73
9656     71
9657     68
9658     73
9659     74
9660     72
9661     73
9662     72
9663     69
9664     69
9665     69
9666     65
9667     70
9668     75
9669     75
9670     68
9671     74
9672     68
9673     71
9674     72
9675     69
9676     75
9677     71
9678     67
9679     75
9680     75
9681     73
9682     72
9683     72
9684     75
9685     72
9686     72
9687     76
9688     71
9689     72
9690     73
9691     71
9692     72
9693     70
9694     75
9695     72
9696     71
9697     71
9698     68
9699     68
9700     71
9701     69
9702     74
9703     70
9704     72
9705     75
9706     74
9707     71
9708     74
9709     72
9710     77
9711     72
9712     70
9713     70
9714     72
9715     69
9716     71
9717     72
9718     67
9719     67
9720     70
9721     72
9722     68
9723     70
9724     76
9725     72
9726     72
9727     76
9728     70
9729     75
9730     69
9731     72
9732     72
9733     70
9734     69
9735     71
9736     75
9737     74
9738     69
9739     73
9740     77
9741     72
9742     68
9743     74
9744     71
9745     72
9746     72
9747     75
9748     76
9749     72
9750     70
9751     74
9752     72
9753     70
9754     71
9755     74
9756     76
9757     66
9758     74
9759     66
9760     74
9761     70
9762     73
9763     69
9764     74
9765     73
9766     70
9767     71
9768     65
9769     66
9770     71
9771     67
9772     69
9773     74
9774     71
9775     72
9776     67
9777     69
9778     69
9779     69
9780     74
9781     71
9782     74
9783     72
9784     76
9785     70
9786     76
9787     69
9788     69
9789     74
9790     68
9791     74
9792     67
9793     75
9794     70
9795     77
9796     69
9797     75
9798     71
9799     71
9800     67
9801     74
9802     69
9803     68
9804     73
9805     71
9806     69
9807     70
9808     72
9809     66
9810     75
9811     73
9812     72
9813     68
9814     71
9815     69
9816     71
9817     75
9818     76
9819     72
9820     70
9821     68
9822     71
9823     66
9824     70
9825     69
9826     71
9827     74
9828     67
9829     72
9830     70
9831     73
9832     73
9833     72
9834     68
9835     74
9836     71
9837     73
9838     70
9839     69
9840     72
9841     71
9842     70
9843     76
9844     70
9845     70
9846     74
9847     73
9848     72
9849     73
9850     68
9851     69
9852     72
9853     72
9854     71
9855     75
9856     68
9857     72
9858     74
9859     67
9860     72
9861     67
9862     72
9863     75
9864     66
9865     73
9866     74
9867     69
9868     72
9869     68
9870     74
9871     72
9872     75
9873     74
9874     70
9875     76
9876     75
9877     74
9878     68
9879     72
9880     71
9881     73
9882     72
9883     69
9884     72
9885     69
9886     71
9887     71
9888     70
9889     74
9890     73
9891     75
9892     73
9893     73
9894     72
9895     70
9896     73
9897     69
9898     70
9899     70
9900     71
9901     73
9902     69
9903     73
9904     72
9905     67
9906     72
9907     77
9908     70
9909     67
9910     73
9911     73
9912     71
9913     72
9914     74
9915     72
9916     73
9917     72
9918     72
9919     72
9920     72
9921     69
9922     70
9923     67
9924     74
9925     67
9926     67
9927     70
9928     74
9929     72
9930     68
9931     71
9932     70
9933     73
9934     74
9935     76
9936     71
9937     72
9938     72
9939     72
9940     72
9941     69
9942     72
9943     71
9944     76
9945     72
9946     75
9947     70
9948     72
9949     69
9950     68
9951     73
9952     71
9953     69
9954     70
9955     72
9956     71
9957     69
9958     68
9959     70
9960     68
9961     75
9962     72
9963     72
9964     69
9965     70
9966     70
9967     76
9968     74
9969     75
9970     76
9971     72
9972     74
9973     67
9974     71
9975     71
9976     70
9977     73
9978     73
9979     68
9980     72
9981     68
9982     71
9983     73
9984     69
9985     71
9986     74
9987     74
9988     75
9989     71
9990     69
9991     70
9992     68
9993     77
9994     73
9995     73
9996     69
9997     77
9998     75
9999     71
10000    78
10001    69
10002    75
10003    70
10004    67
10005    69
10006    74
10007    72
10008    69
10009    67
10010    72
10011    74
10012    74
10013    71
10014    75
10015    70
10016    72
10017    73
10018    69
10019    71
10020    70
10021    72
10022    71
10023    70
10024    71
10025    71
10026    75
10027    75
10028    73
10029    67
10030    71
10031    71
10032    74
10033    72
10034    69
10035    73
10036    70
10037    67
10038    69
10039    73
10040    72
10041    72
10042    71
10043    71
10044    74
10045    71
10046    78
10047    72
10048    71
10049    71
10050    73
10051    72
10052    74
10053    70
10054    71
10055    71
10056    76
10057    70
10058    70
10059    72
10060    68
10061    74
10062    72
10063    69
10064    72
10065    69
10066    70
10067    68
10068    71
10069    75
10070    74
10071    76
10072    74
10073    69
10074    71
10075    65
10076    69
10077    69
10078    70
10079    71
10080    66
10081    73
10082    73
10083    70
10084    72
10085    74
10086    76
10087    72
10088    75
10089    74
10090    68
10091    73
10092    67
10093    72
10094    68
10095    73
10096    74
10097    74
10098    69
10099    71
10100    76
10101    72
10102    69
10103    69
10104    71
10105    70
10106    73
10107    70
10108    68
10109    70
10110    74
10111    70
10112    73
10113    65
10114    71
10115    72
10116    71
10117    67
10118    71
10119    69
10120    74
10121    74
10122    74
10123    71
10124    74
10125    72
10126    70
10127    69
10128    71
10129    72
10130    72
10131    74
10132    67
10133    71
10134    72
10135    67
10136    69
10137    72
10138    71
10139    76
10140    69
10141    72
10142    70
10143    72
10144    72
10145    67
10146    69
10147    76
10148    67
10149    72
10150    72
10151    68
10152    72
10153    71
10154    71
10155    72
10156    69
10157    77
10158    72
10159    69
10160    69
10161    74
10162    74
10163    72
10164    69
10165    74
10166    70
10167    74
10168    74
10169    69
10170    73
10171    73
10172    70
10173    67
10174    69
10175    73
10176    70
10177    72
10178    68
10179    74
10180    65
10181    73
10182    71
10183    71
10184    74
10185    69
10186    74
10187    75
10188    74
10189    72
10190    72
10191    74
10192    72
10193    73
10194    72
10195    70
10196    68
10197    74
10198    75
10199    73
10200    69
10201    75
10202    74
10203    73
10204    70
10205    75
10206    75
10207    71
10208    69
10209    74
10210    73
10211    69
10212    74
10213    75
10214    78
10215    72
10216    67
10217    70
10218    75
10219    72
10220    72
10221    68
10222    69
10223    74
10224    70
10225    70
10226    70
10227    78
10228    71
10229    71
10230    67
10231    72
10232    69
10233    74
10234    72
10235    71
10236    76
10237    69
10238    73
10239    65
10240    72
10241    75
10242    73
10243    72
10244    71
10245    69
10246    70
10247    68
10248    74
10249    77
10250    75
10251    78
10252    74
10253    71
10254    67
10255    72
10256    69
10257    70
10258    73
10259    68
10260    71
10261    75
10262    75
10263    74
10264    73
10265    71
10266    68
10267    70
10268    72
10269    69
10270    70
10271    71
10272    76
10273    73
10274    71
10275    73
10276    67
10277    69
10278    71
10279    67
10280    76
10281    68
10282    78
10283    69
10284    71
10285    69
10286    70
10287    71
10288    74
10289    72
10290    70
10291    67
10292    68
10293    71
10294    70
10295    69
10296    72
10297    67
10298    76
10299    69
10300    73
10301    68
10302    70
10303    71
10304    69
10305    72
10306    71
10307    76
10308    72
10309    67
10310    75
10311    74
10312    72
10313    74
10314    73
10315    70
10316    73
10317    75
10318    73
10319    69
10320    70
10321    70
10322    72
10323    73
10324    70
10325    70
10326    72
10327    67
10328    73
10329    69
10330    68
10331    69
10332    69
10333    69
10334    72
10335    70
10336    68
10337    71
10338    70
10339    72
10340    74
10341    67
10342    70
10343    71
10344    69
10345    70
10346    71
10347    69
10348    77
10349    67
10350    71
10351    71
10352    71
10353    70
10354    70
10355    68
10356    76
10357    72
10358    70
10359    70
10360    74
10361    71
10362    73
10363    69
10364    71
10365    70
10366    73
10367    75
10368    72
10369    72
10370    73
10371    71
10372    74
10373    75
10374    70
10375    70
10376    66
10377    70
10378    71
10379    74
10380    72
10381    74
10382    68
10383    69
10384    67
10385    72
10386    71
10387    66
10388    74
10389    69
10390    74
10391    71
10392    71
10393    70
10394    69
10395    71
10396    68
10397    70
10398    73
10399    73
10400    74
10401    69
10402    73
10403    69
10404    74
10405    73
10406    67
10407    71
10408    70
10409    69
10410    70
10411    73
10412    69
10413    71
10414    73
10415    74
10416    70
10417    70
10418    74
10419    71
10420    70
10421    73
10422    71
10423    69
10424    71
10425    71
10426    77
10427    69
10428    67
10429    74
10430    71
10431    68
10432    69
10433    72
10434    75
10435    74
10436    75
10437    74
10438    72
10439    72
10440    63
10441    68
10442    72
10443    72
10444    74
10445    73
10446    74
10447    74
10448    70
10449    73
10450    71
10451    69
10452    69
10453    68
10454    72
10455    68
10456    67
10457    73
10458    75
10459    72
10460    76
10461    72
10462    72
10463    68
10464    69
10465    66
10466    73
10467    68
10468    72
10469    72
10470    74
10471    72
10472    72
10473    68
10474    67
10475    72
10476    71
10477    69
10478    72
10479    70
10480    69
10481    72
10482    69
10483    73
10484    72
10485    74
10486    70
10487    72
10488    75
10489    73
10490    74
10491    75
10492    73
10493    71
10494    74
10495    73
10496    75
10497    73
10498    74
10499    72
10500    74
10501    71
10502    72
10503    72
10504    69
10505    70
10506    69
10507    72
10508    72
10509    68
10510    73
10511    74
10512    69
10513    67
10514    69
10515    74
10516    70
10517    70
10518    70
10519    70
10520    71
10521    72
10522    70
10523    71
10524    73
10525    70
10526    73
10527    73
10528    75
10529    67
10530    74
10531    73
10532    73
10533    72
10534    68
10535    69
10536    71
10537    78
10538    72
10539    72
10540    73
10541    74
10542    72
10543    69
10544    74
10545    74
10546    75
10547    71
10548    75
10549    75
10550    72
10551    70
10552    71
10553    70
10554    74
10555    74
10556    70
10557    71
10558    77
10559    72
10560    76
10561    70
10562    71
10563    72
10564    71
10565    69
10566    73
10567    68
10568    71
10569    76
10570    70
10571    71
10572    71
10573    76
10574    69
10575    68
10576    72
10577    74
10578    70
10579    69
10580    70
10581    74
10582    70
10583    70
10584    74
10585    70
10586    73
10587    71
10588    73
10589    67
10590    73
10591    68
10592    71
10593    70
10594    72
10595    68
10596    70
10597    73
10598    75
10599    69
10600    68
10601    73
10602    73
10603    67
10604    72
10605    73
10606    73
10607    72
10608    74
10609    75
10610    75
10611    72
10612    68
10613    70
10614    74
10615    67
10616    71
10617    71
10618    74
10619    72
10620    73
10621    71
10622    70
10623    72
10624    74
10625    69
10626    72
10627    72
10628    69
10629    70
10630    74
10631    74
10632    74
10633    73
10634    70
10635    70
10636    70
10637    66
10638    67
10639    67
10640    70
10641    76
10642    73
10643    71
10644    69
10645    75
10646    72
10647    70
10648    72
10649    68
10650    67
10651    69
10652    67
10653    77
10654    72
10655    70
10656    69
10657    74
10658    69
10659    70
10660    70
10661    70
10662    73
10663    75
10664    72
10665    72
10666    65
10667    69
10668    75
10669    69
10670    72
10671    71
10672    72
10673    73
10674    67
10675    71
10676    73
10677    70
10678    72
10679    68
10680    73
10681    74
10682    71
10683    72
10684    73
10685    73
10686    76
10687    75
10688    75
10689    72
10690    72
10691    74
10692    74
10693    72
10694    70
10695    72
10696    74
10697    69
10698    71
10699    77
10700    74
10701    74
10702    74
10703    72
10704    71
10705    66
10706    68
10707    67
10708    76
10709    74
10710    69
10711    71
10712    73
10713    74
10714    71
10715    73
10716    75
10717    72
10718    73
10719    71
10720    73
10721    70
10722    73
10723    74
10724    76
10725    67
10726    70
10727    72
10728    69
10729    70
10730    72
10731    68
10732    70
10733    69
10734    70
10735    72
10736    73
10737    72
10738    72
10739    72
10740    70
10741    69
10742    70
10743    69
10744    71
10745    67
10746    73
10747    77
10748    73
10749    74
10750    72
10751    70
10752    71
10753    74
10754    67
10755    75
10756    75
10757    70
10758    68
10759    72
10760    72
10761    72
10762    69
10763    75
10764    76
10765    70
10766    71
10767    74
10768    70
10769    69
10770    75
10771    72
10772    69
10773    69
10774    75
10775    69
10776    68
10777    74
10778    70
10779    75
10780    74
10781    71
10782    74
10783    70
10784    71
10785    70
10786    67
10787    73
10788    72
10789    71
10790    69
10791    73
10792    69
10793    70
10794    69
10795    75
10796    73
10797    72
10798    68
10799    71
10800    72
10801    72
10802    70
10803    70
10804    70
10805    69
10806    72
10807    70
10808    73
10809    72
10810    71
10811    72
10812    69
10813    74
10814    69
10815    70
10816    67
10817    71
10818    71
10819    73
10820    71
10821    70
10822    67
10823    75
10824    71
10825    74
10826    73
10827    76
10828    70
10829    75
10830    70
10831    71
10832    73
10833    72
10834    72
10835    66
10836    68
10837    71
10838    71
10839    69
10840    74
10841    69
10842    74
10843    70
10844    72
10845    70
10846    75
10847    69
10848    75
10849    73
10850    69
10851    71
10852    73
10853    69
10854    71
10855    74
10856    73
10857    71
10858    71
10859    73
10860    69
10861    69
10862    71
10863    69
10864    71
10865    77
10866    70
10867    69
10868    74
10869    73
10870    73
10871    73
10872    73
10873    70
10874    72
10875    66
10876    73
10877    67
10878    72
10879    74
10880    73
10881    75
10882    69
10883    71
10884    69
10885    68
10886    69
10887    68
10888    74
10889    74
10890    69
10891    71
10892    71
10893    69
10894    71
10895    68
10896    78
10897    74
10898    72
10899    71
10900    69
10901    70
10902    76
10903    68
10904    68
10905    73
10906    74
10907    71
10908    69
10909    72
10910    69
10911    70
10912    68
10913    70
10914    74
10915    73
10916    72
10917    71
10918    72
10919    70
10920    70
10921    70
10922    73
10923    71
10924    75
10925    73
10926    70
10927    69
10928    72
10929    71
10930    70
10931    69
10932    68
10933    67
10934    74
10935    71
10936    71
10937    74
10938    72
10939    71
10940    73
10941    76
10942    67
10943    74
10944    73
10945    71
10946    72
10947    72
10948    74
10949    74
10950    74
10951    72
10952    67
10953    73
10954    72
10955    72
10956    72
10957    73
10958    72
10959    74
10960    73
10961    69
10962    73
10963    76
10964    77
10965    69
10966    68
10967    70
10968    71
10969    69
10970    74
10971    74
10972    73
10973    75
10974    77
10975    72
10976    74
10977    70
10978    73
10979    72
10980    69
10981    70
10982    70
10983    72
10984    70
10985    69
10986    72
10987    75
10988    70
10989    70
10990    74
10991    69
10992    67
10993    69
10994    74
10995    68
10996    76
10997    72
10998    74
10999    70
11000    76
11001    66
11002    72
11003    71
11004    71
11005    74
11006    71
11007    69
11008    72
11009    73
11010    75
11011    70
11012    70
11013    74
11014    71
11015    67
11016    73
11017    75
11018    72
11019    71
11020    72
11021    72
11022    76
11023    74
11024    67
11025    75
11026    71
11027    70
11028    75
11029    73
11030    68
11031    69
11032    72
11033    76
11034    70
11035    72
11036    70
11037    69
11038    74
11039    68
11040    73
11041    68
11042    78
11043    72
11044    70
11045    73
11046    70
11047    75
11048    74
11049    74
11050    70
11051    71
11052    76
11053    69
11054    71
11055    68
11056    74
11057    71
11058    72
11059    75
11060    68
11061    72
11062    70
11063    73
11064    67
11065    69
11066    69
11067    69
11068    72
11069    72
11070    73
11071    66
11072    75
11073    67
11074    76
11075    67
11076    74
11077    66
11078    69
11079    73
11080    70
11081    71
11082    70
11083    73
11084    75
11085    76
11086    74
11087    72
11088    73
11089    73
11090    73
11091    74
11092    75
11093    72
11094    70
11095    72
11096    66
11097    69
11098    73
11099    69
11100    72
11101    70
11102    71
11103    75
11104    69
11105    70
11106    72
11107    75
11108    69
11109    73
11110    75
11111    74
11112    77
11113    72
11114    75
11115    72
11116    72
11117    70
11118    70
11119    67
11120    67
11121    74
11122    73
11123    69
11124    70
11125    74
11126    66
11127    77
11128    71
11129    71
11130    70
11131    69
11132    69
11133    69
11134    71
11135    73
11136    71
11137    71
11138    72
11139    67
11140    72
11141    72
11142    68
11143    68
11144    69
11145    67
11146    72
11147    73
11148    75
11149    72
11150    73
11151    70
11152    70
11153    71
11154    65
11155    71
11156    70
11157    74
11158    78
11159    72
11160    74
11161    74
11162    71
11163    70
11164    76
11165    76
11166    73
11167    69
11168    69
11169    72
11170    72
11171    69
11172    73
11173    71
11174    68
11175    74
11176    72
11177    75
11178    71
11179    70
11180    69
11181    71
11182    72
11183    69
11184    68
11185    71
11186    70
11187    71
11188    72
11189    70
11190    74
11191    71
11192    74
11193    69
11194    72
11195    71
11196    72
11197    71
11198    71
11199    78
11200    70
11201    71
11202    73
11203    68
11204    73
11205    76
11206    74
11207    69
11208    76
11209    72
11210    69
11211    71
11212    67
11213    74
11214    69
11215    72
11216    73
11217    74
11218    69
11219    74
11220    70
11221    72
11222    73
11223    76
11224    72
11225    71
11226    66
11227    69
11228    71
11229    69
11230    72
11231    73
11232    76
11233    71
11234    70
11235    75
11236    74
11237    72
11238    70
11239    70
11240    72
11241    70
11242    72
11243    71
11244    74
11245    73
11246    72
11247    70
11248    72
11249    74
11250    68
11251    70
11252    72
11253    67
11254    72
11255    69
11256    72
11257    69
11258    74
11259    70
11260    69
11261    70
11262    74
11263    72
11264    72
11265    72
11266    74
11267    72
11268    76
11269    73
11270    69
11271    72
11272    69
11273    72
11274    72
11275    70
11276    67
11277    66
11278    74
11279    69
11280    70
11281    74
11282    72
11283    73
11284    71
11285    72
11286    71
11287    67
11288    76
11289    70
11290    71
11291    71
11292    72
11293    70
11294    76
11295    69
11296    70
11297    72
11298    69
11299    69
11300    70
11301    71
11302    72
11303    67
11304    67
11305    76
11306    74
11307    74
11308    72
11309    71
11310    72
11311    74
11312    74
11313    71
11314    72
11315    75
11316    67
11317    73
11318    78
11319    75
11320    66
11321    67
11322    70
11323    69
11324    72
11325    73
11326    72
11327    67
11328    72
11329    71
11330    67
11331    70
11332    72
11333    72
11334    73
11335    69
11336    75
11337    74
11338    76
11339    74
11340    66
11341    67
11342    75
11343    72
11344    74
11345    77
11346    73
11347    72
11348    74
11349    73
11350    69
11351    74
11352    68
11353    71
11354    69
11355    72
11356    70
11357    71
11358    75
11359    72
11360    72
11361    70
11362    72
11363    70
11364    67
11365    69
11366    69
11367    70
11368    72
11369    76
11370    70
11371    69
11372    69
11373    74
11374    68
11375    78
11376    78
11377    70
11378    75
11379    76
11380    69
11381    74
11382    71
11383    72
11384    72
11385    71
11386    69
11387    70
11388    68
11389    69
11390    72
11391    73
11392    72
11393    73
11394    67
11395    70
11396    68
11397    70
11398    72
11399    68
11400    72
11401    75
11402    69
11403    80
11404    70
11405    72
11406    73
11407    74
11408    71
11409    71
11410    71
11411    71
11412    67
11413    70
11414    72
11415    69
11416    70
11417    70
11418    79
11419    72
11420    76
11421    70
11422    72
11423    69
11424    70
11425    73
11426    71
11427    74
11428    73
11429    72
11430    76
11431    71
11432    66
11433    71
11434    76
11435    69
11436    66
11437    74
11438    68
11439    68
11440    73
11441    69
11442    74
11443    74
11444    72
11445    68
11446    74
11447    70
11448    72
11449    72
11450    68
11451    68
11452    68
11453    72
11454    72
11455    71
11456    76
11457    73
11458    67
11459    73
11460    73
11461    69
11462    68
11463    76
11464    70
11465    71
11466    71
11467    76
11468    70
11469    74
11470    74
11471    74
11472    67
11473    76
11474    72
11475    68
11476    73
11477    72
11478    68
11479    74
11480    71
11481    73
11482    71
11483    73
11484    72
11485    72
11486    69
11487    65
11488    72
11489    71
11490    70
11491    73
11492    72
11493    69
11494    67
11495    66
11496    71
11497    75
11498    71
11499    74
11500    71
11501    69
11502    70
11503    77
11504    73
11505    76
11506    72
11507    75
11508    72
11509    72
11510    72
11511    72
11512    71
11513    70
11514    71
11515    73
11516    71
11517    64
11518    71
11519    74
11520    76
11521    73
11522    69
11523    75
11524    72
11525    72
11526    71
11527    72
11528    70
11529    76
11530    71
11531    74
11532    72
11533    70
11534    67
11535    71
11536    72
11537    65
11538    73
11539    69
11540    73
11541    68
11542    71
11543    74
11544    70
11545    68
11546    72
11547    70
11548    67
11549    75
11550    72
11551    70
11552    67
11553    68
11554    70
11555    69
11556    70
11557    70
11558    72
11559    71
11560    69
11561    70
11562    74
11563    75
11564    73
11565    75
11566    69
11567    74
11568    73
11569    71
11570    73
11571    71
11572    75
11573    73
11574    76
11575    72
11576    72
11577    69
11578    73
11579    72
11580    67
11581    73
11582    74
11583    75
11584    74
11585    69
11586    73
11587    71
11588    68
11589    74
11590    70
11591    71
11592    71
11593    70
11594    67
11595    71
11596    73
11597    72
11598    77
11599    72
11600    74
11601    70
11602    72
11603    72
11604    69
11605    67
11606    71
11607    76
11608    67
11609    72
11610    69
11611    74
11612    74
11613    71
11614    81
11615    71
11616    69
11617    71
11618    67
11619    74
11620    77
11621    76
11622    75
11623    72
11624    70
11625    77
11626    72
11627    70
11628    71
11629    71
11630    73
11631    74
11632    67
11633    71
11634    70
11635    69
11636    70
11637    72
11638    72
11639    71
11640    75
11641    71
11642    77
11643    75
11644    68
11645    69
11646    72
11647    73
11648    73
11649    72
11650    73
11651    76
11652    70
11653    71
11654    74
11655    66
11656    74
11657    74
11658    68
11659    69
11660    72
11661    69
11662    76
11663    67
11664    72
11665    72
11666    73
11667    69
11668    73
11669    74
11670    70
11671    70
11672    67
11673    69
11674    73
11675    75
11676    71
11677    74
11678    71
11679    70
11680    68
11681    74
11682    67
11683    67
11684    74
11685    73
11686    68
11687    72
11688    70
11689    72
11690    72
11691    71
11692    75
11693    70
11694    70
11695    76
11696    75
11697    76
11698    73
11699    71
11700    72
11701    69
11702    72
11703    70
11704    68
11705    69
11706    74
11707    71
11708    69
11709    72
11710    70
11711    76
11712    70
11713    70
11714    73
11715    72
11716    72
11717    69
11718    76
11719    71
11720    69
11721    70
11722    73
11723    73
11724    75
11725    70
11726    74
11727    73
11728    73
11729    72
11730    72
11731    70
11732    70
11733    69
11734    72
11735    71
11736    67
11737    73
11738    73
11739    72
11740    69
11741    69
11742    71
11743    69
11744    69
11745    73
11746    68
11747    75
11748    75
11749    72
11750    73
11751    73
11752    73
11753    72
11754    74
11755    71
11756    69
11757    74
11758    72
11759    68
11760    72
11761    74
11762    69
11763    75
11764    75
11765    69
11766    68
11767    78
11768    70
11769    69
11770    73
11771    74
11772    74
11773    73
11774    72
11775    69
11776    70
11777    69
11778    72
11779    72
11780    74
11781    71
11782    75
11783    64
11784    72
11785    71
11786    68
11787    70
11788    73
11789    70
11790    72
11791    70
11792    72
11793    70
11794    67
11795    69
11796    65
11797    73
11798    69
11799    73
11800    69
11801    69
11802    72
11803    68
11804    71
11805    70
11806    76
11807    72
11808    70
11809    69
11810    73
11811    70
11812    72
11813    71
11814    71
11815    67
11816    71
11817    71
11818    74
11819    74
11820    77
11821    73
11822    73
11823    69
11824    72
11825    72
11826    73
11827    74
11828    71
11829    69
11830    70
11831    72
11832    72
11833    72
11834    72
11835    69
11836    71
11837    72
11838    67
11839    73
11840    69
11841    70
11842    73
11843    71
11844    76
11845    71
11846    67
11847    75
11848    70
11849    69
11850    70
11851    75
11852    75
11853    73
11854    75
11855    73
11856    73
11857    69
11858    72
11859    70
11860    73
11861    76
11862    70
11863    69
11864    69
11865    71
11866    77
11867    69
11868    73
11869    70
11870    67
11871    71
11872    70
11873    69
11874    70
11875    74
11876    68
11877    71
11878    69
11879    72
11880    71
11881    67
11882    67
11883    72
11884    67
11885    76
11886    75
11887    69
11888    72
11889    71
11890    72
11891    71
11892    71
11893    74
11894    76
11895    71
11896    75
11897    74
11898    69
11899    76
11900    71
11901    72
11902    71
11903    80
11904    70
11905    73
11906    69
11907    69
11908    73
11909    68
11910    69
11911    71
11912    68
11913    70
11914    68
11915    71
11916    67
11917    74
11918    74
11919    70
11920    70
11921    68
11922    69
11923    77
11924    70
11925    70
11926    68
11927    74
11928    70
11929    74
11930    72
11931    72
11932    72
11933    73
11934    65
11935    66
11936    68
11937    70
11938    72
11939    72
11940    74
11941    72
11942    74
11943    74
11944    69
11945    75
11946    70
11947    71
11948    73
11949    74
11950    75
11951    72
11952    72
11953    71
11954    74
11955    74
11956    67
11957    69
11958    70
11959    67
11960    69
11961    70
11962    73
11963    71
11964    72
11965    73
11966    72
11967    73
11968    69
11969    75
11970    69
11971    74
11972    72
11973    66
11974    76
11975    72
11976    74
11977    69
11978    69
11979    71
11980    67
11981    75
11982    71
11983    71
11984    70
11985    71
11986    73
11987    72
11988    74
11989    68
11990    69
11991    70
11992    72
11993    69
11994    69
11995    74
11996    67
11997    74
11998    70
11999    69
12000    70
12001    71
12002    71
12003    72
12004    73
12005    76
12006    69
12007    67
12008    75
12009    68
12010    72
12011    74
12012    75
12013    68
12014    74
12015    73
12016    73
12017    73
12018    72
12019    72
12020    72
12021    71
12022    69
12023    76
12024    69
12025    71
12026    68
12027    75
12028    71
12029    74
12030    71
12031    72
12032    72
12033    73
12034    69
12035    70
12036    74
12037    72
12038    68
12039    67
12040    68
12041    67
12042    74
12043    74
12044    74
12045    75
12046    69
12047    69
12048    72
12049    77
12050    74
12051    69
12052    67
12053    67
12054    71
12055    69
12056    75
12057    71
12058    71
12059    72
12060    67
12061    69
12062    71
12063    73
12064    74
12065    69
12066    70
12067    74
12068    65
12069    72
12070    74
12071    73
12072    74
12073    74
12074    74
12075    65
12076    69
12077    71
12078    69
12079    76
12080    72
12081    76
12082    72
12083    67
12084    75
12085    70
12086    70
12087    68
12088    72
12089    71
12090    67
12091    70
12092    72
12093    67
12094    68
12095    74
12096    71
12097    69
12098    72
12099    67
12100    71
12101    74
12102    69
12103    74
12104    73
12105    70
12106    70
12107    71
12108    73
12109    67
12110    70
12111    74
12112    70
12113    72
12114    72
12115    74
12116    67
12117    68
12118    72
12119    69
12120    71
12121    68
12122    73
12123    71
12124    78
12125    70
12126    72
12127    68
12128    69
12129    70
12130    68
12131    72
12132    71
12133    74
12134    69
12135    72
12136    71
12137    73
12138    70
12139    69
12140    71
12141    67
12142    72
12143    70
12144    70
12145    72
12146    70
12147    67
12148    71
12149    75
12150    71
12151    69
12152    68
12153    76
12154    74
12155    76
12156    71
12157    75
12158    78
12159    74
12160    73
12161    73
12162    76
12163    64
12164    70
12165    67
12166    69
12167    70
12168    75
12169    77
12170    70
12171    71
12172    72
12173    72
12174    75
12175    73
12176    74
12177    71
12178    69
12179    73
12180    71
12181    73
12182    70
12183    72
12184    69
12185    69
12186    77
12187    76
12188    73
12189    72
12190    75
12191    74
12192    68
12193    75
12194    69
12195    70
12196    70
12197    72
12198    73
12199    76
12200    76
12201    75
12202    74
12203    71
12204    71
12205    67
12206    73
12207    71
12208    67
12209    72
12210    74
12211    68
12212    73
12213    70
12214    71
12215    71
12216    68
12217    71
12218    72
12219    74
12220    70
12221    70
12222    69
12223    72
12224    72
12225    72
12226    76
12227    70
12228    74
12229    73
12230    72
12231    71
12232    71
12233    72
12234    72
12235    72
12236    68
12237    69
12238    75
12239    71
12240    69
12241    73
12242    71
12243    69
12244    70
12245    69
12246    69
12247    70
12248    72
12249    68
12250    71
12251    72
12252    72
12253    75
12254    74
12255    71
12256    75
12257    65
12258    76
12259    70
12260    70
12261    70
12262    66
12263    70
12264    73
12265    68
12266    66
12267    70
12268    70
12269    73
12270    71
12271    69
12272    74
12273    70
12274    70
12275    68
12276    71
12277    74
12278    67
12279    75
12280    71
12281    73
12282    70
12283    76
12284    72
12285    71
12286    72
12287    74
12288    70
12289    74
12290    70
12291    72
12292    67
12293    72
12294    75
12295    68
12296    68
12297    70
12298    70
12299    68
12300    68
12301    72
12302    73
12303    71
12304    70
12305    74
12306    72
12307    72
12308    65
12309    76
12310    70
12311    75
12312    74
12313    69
12314    69
12315    68
12316    70
12317    73
12318    77
12319    72
12320    68
12321    74
12322    73
12323    72
12324    70
12325    71
12326    72
12327    72
12328    72
12329    74
12330    76
12331    70
12332    72
12333    69
12334    69
12335    72
12336    73
12337    68
12338    73
12339    72
12340    71
12341    69
12342    69
12343    70
12344    70
12345    76
12346    73
12347    72
12348    74
12349    70
12350    73
12351    71
12352    74
12353    75
12354    73
12355    74
12356    75
12357    68
12358    70
12359    72
12360    71
12361    67
12362    69
12363    74
12364    74
12365    72
12366    72
12367    69
12368    70
12369    70
12370    69
12371    76
12372    71
12373    72
12374    72
12375    71
12376    73
12377    69
12378    70
12379    67
12380    75
12381    71
12382    69
12383    71
12384    71
12385    72
12386    70
12387    71
12388    69
12389    72
12390    74
12391    70
12392    74
12393    76
12394    76
12395    71
12396    72
12397    73
12398    75
12399    73
12400    68
12401    74
12402    76
12403    76
12404    69
12405    75
12406    72
12407    69
12408    74
12409    69
12410    72
12411    69
12412    67
12413    75
12414    70
12415    73
12416    74
12417    75
12418    69
12419    69
12420    74
12421    73
12422    72
12423    69
12424    72
12425    72
12426    69
12427    72
12428    71
12429    68
12430    74
12431    72
12432    70
12433    75
12434    71
12435    74
12436    72
12437    77
12438    76
12439    72
12440    69
12441    71
12442    70
12443    67
12444    69
12445    68
12446    73
12447    68
12448    74
12449    71
12450    76
12451    71
12452    72
12453    70
12454    70
12455    70
12456    74
12457    69
12458    77
12459    69
12460    66
12461    72
12462    75
12463    72
12464    70
12465    68
12466    75
12467    69
12468    77
12469    69
12470    77
12471    75
12472    67
12473    73
12474    69
12475    74
12476    73
12477    71
12478    70
12479    72
12480    77
12481    72
12482    76
12483    70
12484    76
12485    69
12486    72
12487    72
12488    71
12489    72
12490    72
12491    74
12492    70
12493    76
12494    80
12495    74
12496    72
12497    70
12498    71
12499    70
12500    69
12501    75
12502    76
12503    73
12504    70
12505    67
12506    70
12507    70
12508    72
12509    71
12510    70
12511    72
12512    69
12513    72
12514    76
12515    74
12516    75
12517    74
12518    73
12519    68
12520    74
12521    70
12522    75
12523    72
12524    76
12525    70
12526    73
12527    70
12528    73
12529    70
12530    71
12531    65
12532    70
12533    72
12534    72
12535    71
12536    68
12537    65
12538    69
12539    69
12540    69
12541    74
12542    72
12543    69
12544    74
12545    69
12546    72
12547    72
12548    72
12549    73
12550    69
12551    73
12552    67
12553    68
12554    71
12555    72
12556    74
12557    72
12558    72
12559    72
12560    68
12561    73
12562    72
12563    74
12564    66
12565    72
12566    69
12567    73
12568    69
12569    74
12570    71
12571    71
12572    75
12573    75
12574    72
12575    71
12576    69
12577    76
12578    74
12579    69
12580    72
12581    77
12582    68
12583    70
12584    70
12585    71
12586    70
12587    65
12588    74
12589    74
12590    77
12591    67
12592    73
12593    71
12594    69
12595    71
12596    74
12597    72
12598    69
12599    69
12600    69
12601    72
12602    75
12603    70
12604    75
12605    76
12606    74
12607    68
12608    71
12609    72
12610    73
12611    71
12612    67
12613    74
12614    71
12615    69
12616    70
12617    71
12618    74
12619    75
12620    70
12621    67
12622    67
12623    74
12624    68
12625    72
12626    70
12627    70
12628    69
12629    72
12630    66
12631    64
12632    66
12633    70
12634    75
12635    72
12636    78
12637    74
12638    69
12639    74
12640    72
12641    73
12642    71
12643    73
12644    68
12645    72
12646    70
12647    70
12648    70
12649    70
12650    74
12651    73
12652    70
12653    69
12654    69
12655    70
12656    69
12657    72
12658    72
12659    74
12660    70
12661    74
12662    73
12663    73
12664    75
12665    70
12666    77
12667    72
12668    66
12669    74
12670    69
12671    70
12672    71
12673    74
12674    67
12675    71
12676    72
12677    72
12678    69
12679    70
12680    72
12681    72
12682    72
12683    68
12684    71
12685    72
12686    73
12687    68
12688    70
12689    73
12690    70
12691    74
12692    73
12693    72
12694    70
12695    73
12696    76
12697    68
12698    71
12699    74
12700    72
12701    73
12702    69
12703    74
12704    72
12705    76
12706    73
12707    70
12708    70
12709    71
12710    73
12711    72
12712    76
12713    69
12714    72
12715    67
12716    76
12717    71
12718    72
12719    70
12720    69
12721    72
12722    69
12723    74
12724    75
12725    74
12726    68
12727    73
12728    71
12729    72
12730    69
12731    70
12732    76
12733    71
12734    74
12735    70
12736    69
12737    67
12738    69
12739    68
12740    72
12741    74
12742    74
12743    72
12744    69
12745    69
12746    72
12747    72
12748    72
12749    72
12750    71
12751    66
12752    69
12753    73
12754    71
12755    73
12756    76
12757    69
12758    74
12759    71
12760    74
12761    76
12762    67
12763    74
12764    75
12765    72
12766    69
12767    70
12768    74
12769    72
12770    75
12771    69
12772    70
12773    74
12774    73
12775    68
12776    71
12777    73
12778    74
12779    69
12780    69
12781    66
12782    71
12783    68
12784    67
12785    70
12786    70
12787    75
12788    70
12789    75
12790    71
12791    68
12792    69
12793    68
12794    74
12795    70
12796    76
12797    72
12798    70
12799    70
12800    76
12801    70
12802    69
12803    73
12804    68
12805    70
12806    70
12807    72
12808    70
12809    71
12810    72
12811    76
12812    70
12813    75
12814    70
12815    70
12816    70
12817    77
12818    73
12819    74
12820    69
12821    73
12822    69
12823    73
12824    71
12825    74
12826    76
12827    72
12828    71
12829    67
12830    72
12831    71
12832    77
12833    69
12834    73
12835    72
12836    70
12837    71
12838    71
12839    71
12840    69
12841    74
12842    68
12843    69
12844    73
12845    71
12846    69
12847    73
12848    75
12849    76
12850    67
12851    69
12852    76
12853    77
12854    66
12855    70
12856    69
12857    75
12858    69
12859    75
12860    73
12861    74
12862    76
12863    74
12864    69
12865    69
12866    71
12867    76
12868    74
12869    75
12870    71
12871    74
12872    75
12873    71
12874    71
12875    73
12876    74
12877    76
12878    72
12879    71
12880    67
12881    72
12882    74
12883    71
12884    72
12885    75
12886    69
12887    73
12888    70
12889    69
12890    74
12891    69
12892    75
12893    71
12894    72
12895    67
12896    70
12897    70
12898    70
12899    71
12900    73
12901    73
12902    70
12903    74
12904    71
12905    74
12906    69
12907    71
12908    72
12909    68
12910    71
12911    69
12912    72
12913    70
12914    76
12915    76
12916    71
12917    69
12918    72
12919    74
12920    73
12921    69
12922    76
12923    69
12924    68
12925    71
12926    74
12927    74
12928    71
12929    67
12930    70
12931    74
12932    73
12933    69
12934    74
12935    70
12936    73
12937    67
12938    75
12939    71
12940    69
12941    78
12942    72
12943    72
12944    71
12945    76
12946    67
12947    73
12948    67
12949    68
12950    72
12951    78
12952    69
12953    72
12954    71
12955    68
12956    67
12957    70
12958    71
12959    66
12960    75
12961    72
12962    74
12963    74
12964    70
12965    69
12966    74
12967    66
12968    70
12969    69
12970    73
12971    72
12972    68
12973    72
12974    73
12975    66
12976    71
12977    73
12978    72
12979    75
12980    69
12981    71
12982    70
12983    71
12984    74
12985    72
12986    74
12987    66
12988    67
12989    69
12990    71
12991    74
12992    72
12993    67
12994    72
12995    69
12996    71
12997    70
12998    71
12999    68
13000    68
13001    71
13002    72
13003    71
13004    72
13005    71
13006    74
13007    71
13008    71
13009    70
13010    75
13011    72
13012    70
13013    74
13014    68
13015    70
13016    67
13017    67
13018    70
13019    68
13020    72
13021    70
13022    72
13023    72
13024    76
13025    70
13026    74
13027    74
13028    71
13029    68
13030    69
13031    75
13032    67
13033    76
13034    69
13035    72
13036    73
13037    69
13038    69
13039    73
13040    69
13041    72
13042    68
13043    69
13044    74
13045    74
13046    75
13047    70
13048    72
13049    67
13050    72
13051    72
13052    70
13053    73
13054    68
13055    73
13056    71
13057    74
13058    73
13059    74
13060    68
13061    73
13062    68
13063    77
13064    70
13065    70
13066    72
13067    67
13068    67
13069    73
13070    70
13071    70
13072    75
13073    69
13074    68
13075    71
13076    70
13077    72
13078    75
13079    74
13080    66
13081    74
13082    71
13083    74
13084    72
13085    70
13086    69
13087    65
13088    69
13089    70
13090    73
13091    72
13092    74
13093    76
13094    74
13095    76
13096    71
13097    72
13098    70
13099    72
13100    76
13101    70
13102    69
13103    73
13104    71
13105    74
13106    73
13107    72
13108    70
13109    77
13110    74
13111    72
13112    77
13113    75
13114    70
13115    71
13116    72
13117    76
13118    71
13119    72
13120    67
13121    70
13122    72
13123    72
13124    70
13125    70
13126    73
13127    69
13128    75
13129    68
13130    69
13131    69
13132    73
13133    69
13134    74
13135    71
13136    70
13137    69
13138    69
13139    74
13140    68
13141    67
13142    76
13143    68
13144    69
13145    69
13146    71
13147    72
13148    69
13149    74
13150    72
13151    67
13152    70
13153    72
13154    71
13155    67
13156    74
13157    69
13158    74
13159    68
13160    72
13161    72
13162    75
13163    73
13164    70
13165    70
13166    72
13167    73
13168    70
13169    73
13170    69
13171    74
13172    68
13173    70
13174    73
13175    67
13176    72
13177    72
13178    66
13179    73
13180    77
13181    71
13182    68
13183    70
13184    70
13185    71
13186    69
13187    71
13188    67
13189    70
13190    68
13191    69
13192    67
13193    70
13194    71
13195    76
13196    76
13197    68
13198    71
13199    74
13200    69
13201    68
13202    67
13203    73
13204    70
13205    68
13206    73
13207    73
13208    72
13209    74
13210    70
13211    72
13212    69
13213    69
13214    75
13215    74
13216    70
13217    76
13218    71
13219    76
13220    70
13221    75
13222    71
13223    72
13224    73
13225    70
13226    68
13227    68
13228    70
13229    73
13230    73
13231    72
13232    69
13233    66
13234    73
13235    71
13284    69
13285    66
13286    74
13287    68
13288    68
13289    70
13290    76
13291    74
13292    71
13293    70
13294    69
13295    71
13296    76
13297    70
13298    76
13299    72
13300    67
13301    70
13302    76
13303    70
13304    69
13305    71
13306    72
13307    69
13308    70
13309    70
13310    75
13311    70
13312    72
13313    70
13314    69
13315    69
13316    75
13317    70
13318    69
13319    76
13320    69
13321    67
13322    67
13323    74
13324    74
13325    73
13326    69
13327    67
13328    72
13329    72
13330    73
13331    69
13332    76
13333    72
13334    69
13335    70
13336    71
13337    71
13338    66
13339    69
13340    73
13341    75
13342    70
13343    73
13344    71
13345    73
13346    72
13347    69
13348    69
13349    69
13350    71
13351    66
13352    76
13353    71
13354    75
13355    74
13356    78
13357    73
13358    70
13359    72
13360    70
13361    71
13362    71
13363    69
13364    67
13365    71
13366    74
13367    71
13368    74
13369    71
13370    66
13371    69
13372    69
13373    74
13374    73
13375    69
13376    66
13377    72
13378    73
13379    69
13380    70
13381    69
13382    71
13383    74
13384    70
13385    72
13386    67
13387    75
13388    70
13389    67
13390    70
13391    72
13392    72
13393    73
13394    69
13395    69
13396    74
13397    71
13398    70
13399    67
13400    72
13401    69
13402    72
13403    71
13404    70
13405    69
13406    70
13407    73
13408    68
13409    72
13410    77
13411    74
13412    74
13413    72
13414    73
13415    71
13416    71
13417    70
13418    75
13419    74
13420    74
13421    72
13422    70
13423    67
13424    70
13425    67
13426    69
13427    73
13428    69
13429    69
13430    72
13431    65
13432    76
13433    72
13434    71
13435    72
13436    71
13437    71
13438    72
13439    70
13440    68
13441    73
13442    73
13443    69
13444    73
13445    73
13446    74
13447    69
13448    74
13449    69
13450    73
13451    70
13452    75
13453    74
13454    69
13455    66
13456    69
13457    70
13458    71
13459    70
13460    73
13461    71
13462    69
13463    69
13464    72
13465    70
13466    69
13467    70
13468    72
13469    75
13470    75
13471    69
13472    74
13473    70
13474    70
13475    70
13476    69
13477    69
13478    69
13479    70
13480    73
13481    71
13482    74
13483    69
13484    78
13485    75
13486    67
13487    72
13488    73
13489    71
13490    70
13491    70
13492    71
13493    69
13494    69
13495    72
13496    67
13497    66
13498    68
13499    69
13500    75
13501    72
13502    74
13503    69
13504    69
13505    70
13506    74
13507    74
13508    72
13509    75
13510    69
13511    73
13512    75
13513    69
13514    72
13515    69
13516    70
13517    71
13518    72
13519    71
13520    78
13521    74
13522    73
13523    72
13524    70
13525    66
13526    72
13527    69
13528    70
13529    70
13530    74
13531    71
13532    73
13533    73
13534    74
13535    74
13536    77
13537    63
13538    71
13539    71
13540    78
13541    66
13542    70
13543    72
13544    72
13545    71
13546    71
13547    67
13548    71
13549    70
13550    65
13551    72
13552    70
13553    69
13554    72
13555    68
13556    69
13557    69
13558    71
13559    72
13560    70
13561    72
13562    69
13563    76
13564    73
13565    72
13566    74
13567    68
13568    74
13569    75
13570    73
13571    70
13572    71
13573    75
13574    72
13575    71
13576    76
13577    70
13578    74
13579    76
13580    74
13581    74
13582    72
13583    69
13584    73
13585    71
13586    74
13587    69
13588    69
13589    72
13590    72
13591    71
13592    70
13593    72
13594    72
13595    76
13596    70
13597    77
13598    71
13599    70
13600    75
13601    73
13602    73
13603    73
13604    77
13605    73
13606    70
13607    65
13608    70
13609    72
13610    69
13611    72
13612    69
13613    69
13614    70
13615    70
13616    72
13617    73
13618    72
13619    73
13620    67
13621    70
13622    69
13623    70
13624    71
13625    69
13626    73
13627    72
13628    74
13629    72
13630    73
13631    71
13632    73
13633    68
13634    67
13635    69
13636    74
13637    75
13638    69
13639    74
13640    72
13641    74
13642    69
13643    70
13644    68
13645    72
13646    69
13647    70
13648    67
13649    72
13650    70
13651    72
13652    70
13653    76
13654    71
13655    75
13656    68
13657    70
13658    69
13659    68
13660    72
13661    72
13662    74
13663    69
13664    70
13665    67
13666    74
13667    68
13668    71
13669    73
13670    69
13671    69
13672    73
13673    70
13674    67
13675    75
13676    74
13677    71
13678    71
13679    72
13680    69
13681    69
13682    75
13683    71
13684    69
13685    73
13686    68
13687    72
13688    69
13689    70
13690    71
13691    69
13692    70
13693    74
13694    70
13695    69
13696    68
13697    73
13698    73
13699    70
13700    72
13701    71
13702    69
13703    67
13704    71
13705    72
13706    67
13707    69
13708    68
13709    69
13710    72
13711    71
13712    72
13713    71
13714    69
13715    74
13716    72
13717    73
13718    75
13719    72
13720    73
13721    67
13722    72
13723    73
13724    69
13725    75
13726    69
13727    75
13728    69
13729    74
13730    69
13731    72
13732    74
13733    74
13734    71
13735    72
13736    67
13737    69
13738    75
13739    72
13740    73
13741    69
13742    69
13743    66
13744    74
13745    71
13746    74
13747    68
13748    73
13749    72
13750    73
13751    75
13752    75
13753    69
13754    70
13755    71
13756    71
13757    71
13758    68
13759    72
13760    69
13761    71
13762    71
13763    74
13764    70
13765    70
13766    73
13767    69
13768    70
13769    73
13770    71
13771    70
13772    72
13773    67
13774    70
13775    70
13776    72
13777    71
13778    70
13779    69
13780    72
13781    72
13782    69
13783    74
13784    76
13785    70
13786    66
13787    72
13788    72
13789    69
13790    72
13791    69
13792    72
13793    66
13794    73
13795    65
13796    70
13797    73
13798    74
13799    70
13800    70
13801    71
13802    78
13803    72
13804    73
13805    70
13806    69
13807    72
13808    70
13809    67
13810    77
13811    74
13812    72
13813    69
13814    74
13815    69
13816    70
13817    71
13818    70
13819    72
13820    70
13821    72
13822    74
13823    70
13824    72
13825    74
13826    72
13827    73
13828    74
13829    69
13830    74
13831    75
13832    70
13833    72
13834    69
13835    74
13836    71
13837    73
13838    69
13839    70
13840    74
13841    72
13842    72
13843    72
13844    72
13845    73
13846    70
13847    73
13848    75
13849    69
13850    74
13851    73
13852    75
13853    67
13854    78
13855    74
13856    73
13857    71
13858    72
13859    76
13860    74
13861    71
13862    69
13863    74
13864    72
13865    69
13866    73
13867    70
13868    69
13869    72
13870    70
13871    73
13872    75
13873    71
13874    69
13875    71
13876    72
13877    74
13878    74
13879    69
13880    76
13881    74
13882    76
13883    73
13884    71
13885    75
13886    73
13887    70
13888    71
13889    74
13890    70
13891    67
13892    74
13893    72
13894    72
13895    74
13896    72
13897    73
13898    73
13899    71
13900    70
13901    73
13902    72
13903    71
13904    67
13905    73
13906    73
13907    73
13908    69
13909    71
13910    72
13911    72
13912    74
13913    75
13914    74
13915    70
13916    70
13917    70
13918    71
13919    74
13920    69
13921    71
13922    75
13923    75
13924    71
13925    74
13926    71
13927    71
13928    72
13929    72
13930    70
13931    73
13932    70
13933    71
13934    67
13935    68
13936    75
13937    72
13938    66
13939    72
13940    73
13941    70
13942    67
13943    71
13944    71
13945    72
13946    67
13947    75
13948    73
13949    72
13950    73
13951    72
13952    71
13953    77
13954    71
13955    69
13956    74
13957    74
13958    67
13959    70
13960    71
13961    72
13962    69
13963    71
13964    74
13965    66
13966    71
13967    73
13968    69
13969    68
13970    67
13971    69
13972    72
13973    68
13974    69
13975    69
13976    72
13977    74
13978    73
13979    68
13980    67
13981    74
13982    75
13983    74
13984    72
13985    70
13986    75
13987    73
13988    76
13989    70
13990    79
13991    74
13992    70
13993    69
13994    76
13995    71
13996    72
13997    70
13998    66
13999    72
14000    69
14001    72
14002    71
14003    70
14004    70
14005    71
14006    71
14007    69
14008    68
14009    72
14010    70
14011    69
14012    71
14013    71
14014    71
14015    72
14016    71
14017    73
14018    70
14019    69
14020    71
14021    70
14022    71
14023    71
14024    69
14025    72
14026    71
14027    73
14028    75
14029    71
14030    69
14031    70
14032    68
14033    73
14034    74
14035    73
14036    74
14037    73
14038    74
14039    75
14040    69
14041    70
14042    76
14043    70
14044    70
14045    71
14046    68
14047    69
14048    70
14049    74
14050    72
14051    72
14052    72
14053    71
14054    71
14055    70
14056    73
14057    74
14058    73
14059    73
14060    69
14061    74
14062    73
14063    71
14064    70
14065    67
14066    68
14067    75
14068    70
14069    69
14070    71
14071    71
14072    70
14073    74
14074    69
14075    69
14076    72
14077    70
14078    75
14079    74
14080    73
14081    74
14082    69
14083    69
14084    77
14085    72
14086    66
14087    74
14088    74
14089    70
14090    70
14091    72
14092    69
14093    68
14094    70
14095    76
14096    73
14097    72
14098    71
14099    70
14100    75
14101    66
14102    74
14103    73
14104    75
14105    70
14106    73
14107    66
14108    76
14109    73
14110    77
14111    79
14112    72
14113    71
14114    72
14115    76
14116    74
14117    78
14118    70
14119    63
14120    72
14121    71
14122    76
14123    68
14124    73
14125    70
14126    74
14127    69
14128    69
14129    74
14130    70
14131    76
14132    69
14133    66
14134    78
14135    71
14136    70
14137    67
14138    71
14139    74
14140    69
14141    68
14142    75
14143    71
14144    75
14145    69
14146    75
14147    71
14148    76
14149    69
14150    68
14151    72
14152    74
14153    68
14154    71
14155    75
14156    67
14157    67
14158    73
14159    73
14160    74
14161    78
14162    70
14163    75
14164    74
14165    73
14166    72
14167    69
14168    70
14169    77
14170    77
14171    74
14172    76
14173    73
14174    71
14175    72
14176    69
14177    69
14178    73
14179    72
14180    72
14181    73
14182    71
14183    72
14184    67
14185    74
14186    70
14187    70
14188    74
14189    72
14190    70
14191    65
14192    71
14193    69
14194    70
14195    69
14196    73
14197    69
14198    69
14199    70
14200    68
14201    74
14202    72
14203    70
14204    75
14205    69
14206    76
14207    69
14208    74
14209    74
14210    69
14211    69
14212    69
14213    70
14214    72
14215    72
14216    73
14217    68
14218    68
14219    72
14220    68
14221    69
14222    73
14223    72
14224    67
14225    70
14226    65
14227    75
14228    72
14229    70
14230    73
14231    74
14232    70
14233    69
14234    70
14235    74
14236    73
14237    67
14238    70
14239    74
14240    73
14241    70
14242    72
14243    73
14244    74
14245    74
14246    72
14247    67
14248    72
14249    69
14250    74
14251    73
14252    69
14253    73
14254    70
14255    72
14256    67
14257    74
14258    72
14259    76
14260    67
14261    73
14262    69
14263    72
14264    73
14265    69
14266    73
14267    71
14268    75
14269    71
14270    71
14271    76
14272    69
14273    75
14274    69
14275    72
14276    75
14277    73
14278    68
14279    79
14280    73
14281    69
14282    69
14283    71
14284    75
14285    76
14286    72
14287    76
14288    71
14289    69
14290    72
14291    71
14292    70
14293    65
14294    76
14295    69
14296    67
14297    76
14298    70
14299    67
14300    71
14301    77
14302    70
14303    71
14304    66
14305    70
14306    76
14307    74
14308    74
14309    69
14310    71
14311    74
14312    72
14313    70
14314    67
14315    70
14316    73
14317    66
14318    65
14319    75
14320    72
14321    70
14322    73
14323    73
14324    71
14325    71
14326    75
14327    72
14328    70
14329    76
14330    71
14331    70
14332    69
14333    71
14334    73
14335    72
14336    71
14337    74
14338    73
14339    69
14340    75
14341    76
14342    70
14343    68
14344    66
14345    72
14346    71
14347    77
14348    72
14349    74
14350    72
14351    71
14352    76
14353    73
14354    70
14355    69
14356    72
14357    74
14358    72
14359    76
14360    76
14361    72
14362    69
14363    72
14364    74
14365    76
14366    76
14367    69
14368    73
14369    73
14370    73
14371    69
14372    74
14373    74
14374    65
14375    68
14376    68
14377    69
14378    71
14379    72
14380    74
14381    70
14382    67
14383    66
14384    72
14385    69
14386    73
14387    74
14388    74
14389    69
14390    68
14391    75
14392    70
14393    69
14394    70
14395    74
14396    71
14397    69
14398    69
14399    72
14400    72
14401    74
14402    73
14403    72
14404    73
14405    70
14406    71
14407    73
14408    71
14409    72
14410    73
14411    72
14412    71
14413    74
14414    76
14415    72
14416    72
14417    74
14418    72
14419    69
14420    67
14421    76
14422    72
14423    69
14424    76
14425    73
14426    68
14427    71
14428    76
14429    75
14430    69
14431    66
14432    71
14433    70
14434    71
14435    74
14436    65
14437    77
14438    72
14439    68
14440    69
14441    73
14442    69
14443    73
14444    74
14445    69
14446    73
14447    73
14448    71
14449    71
14450    68
14451    70
14452    67
14453    69
14454    75
14455    71
14456    72
14457    75
14458    73
14459    78
14460    69
14461    74
14462    77
14463    70
14464    71
14465    68
14466    69
14467    71
14468    70
14469    65
14470    69
14471    73
14472    69
14473    71
14474    71
14475    71
14476    71
14477    68
14478    74
14479    73
14480    66
14481    70
14482    69
14483    75
14484    69
14485    71
14486    74
14487    69
14488    69
14489    70
14490    67
14491    73
14492    70
14493    72
14494    71
14495    73
14496    69
14497    71
14498    68
14499    74
14500    70
14501    75
14502    74
14503    73
14504    71
14505    72
14506    70
14507    73
14508    73
14509    73
14510    74
14511    78
14512    70
14513    69
14514    74
14515    71
14516    71
14517    70
14518    70
14519    68
14520    69
14521    73
14522    70
14523    70
14524    67
14525    70
14526    70
14527    75
14528    75
14529    70
14530    71
14531    69
14532    75
14533    70
14534    69
14535    70
14536    69
14537    72
14538    72
14539    75
14540    70
14541    73
14542    80
14543    74
14544    65
14545    71
14546    72
14547    68
14548    64
14549    72
14550    74
14551    74
14552    69
14553    74
14554    66
14555    75
14556    70
14557    69
14558    73
14559    71
14560    67
14561    74
14562    75
14563    75
14564    67
14565    72
14566    77
14567    74
14568    69
14569    71
14570    67
14571    68
14572    72
14573    71
14574    69
14575    72
14576    72
14577    69
14578    73
14579    72
14580    71
14581    71
14582    71
14583    74
14584    71
14585    74
14586    65
14587    69
14588    71
14589    71
14590    71
14591    71
14592    68
14593    67
14594    68
14595    72
14596    69
14597    70
14598    70
14599    68
14600    69
14601    72
14602    68
14603    68
14604    72
14605    73
14606    72
14607    74
14608    73
14609    74
14610    71
14611    74
14612    75
14613    74
14614    67
14615    66
14616    77
14617    72
14618    72
14619    72
14620    73
14621    74
14622    72
14623    67
14624    75
14625    72
14626    72
14627    71
14628    71
14629    70
14630    73
14631    68
14632    77
14633    71
14634    72
14635    69
14636    69
14637    70
14638    71
14639    65
14640    70
14641    67
14642    73
14643    75
14644    69
14645    72
14646    73
14647    72
14648    73
14649    70
14650    66
14651    69
14652    68
14653    71
14654    69
14655    72
14656    71
14657    73
14658    73
14659    70
14660    70
14661    72
14662    71
14663    72
14664    75
14665    69
14666    73
14667    71
14668    69
14669    73
14670    73
14671    70
14672    67
14673    73
14674    67
14675    70
14676    73
14677    72
14678    73
14679    69
14680    70
14681    69
14682    72
14683    76
14684    68
14685    71
14686    72
14687    72
14688    67
14689    73
14690    74
14691    68
14692    73
14693    73
14694    66
14695    66
14696    74
14697    70
14698    69
14699    67
14700    70
14701    67
14702    72
14703    75
14704    73
14705    69
14706    70
14707    74
14708    72
14709    71
14710    71
14711    66
14712    72
14713    68
14714    71
14715    73
14716    74
14717    70
14718    75
14719    72
14720    74
14721    72
14722    73
14723    69
14724    73
14725    73
14726    75
14727    72
14728    66
14729    74
14730    74
14731    75
14732    71
14733    73
14734    71
14735    73
14736    71
14737    69
14738    72
14739    74
14740    69
14741    71
14742    74
14743    68
14744    70
14745    71
14746    70
14747    72
14748    69
14749    68
14750    74
14751    67
14752    73
14753    70
14754    67
14755    70
14756    69
14757    72
14758    76
14759    74
14760    74
14761    75
14762    74
14763    74
14764    75
14765    71
14766    71
14767    75
14768    69
14769    75
14770    71
14771    70
14772    71
14773    73
14774    68
14775    65
14776    70
14777    73
14778    71
14779    73
14780    73
14781    74
14782    77
14783    70
14784    76
14785    67
14786    71
14787    74
14788    67
14789    70
14790    75
14791    73
14792    70
14793    71
14794    73
14795    70
14796    73
14797    72
14798    70
14799    72
14800    74
14801    69
14802    73
14803    72
14804    67
14805    76
14806    70
14807    71
14808    74
14809    73
14810    71
14811    73
14812    74
14813    71
14814    74
14815    69
14816    75
14817    68
14818    73
14819    71
14820    71
14821    74
14822    71
14823    69
14824    74
14825    71
14826    74
14827    70
14828    70
14829    72
14830    67
14831    71
14832    74
14833    70
14834    72
14835    73
14836    71
14837    66
14838    67
14839    65
14840    72
14841    71
14842    74
14843    73
14844    70
14845    72
14846    75
14847    71
14848    76
14849    74
14850    75
14851    72
14852    73
14853    70
14854    76
14855    70
14856    72
14857    72
14858    72
14859    71
14860    73
14861    72
14862    70
14863    71
14864    71
14865    76
14866    70
14867    72
14868    70
14869    67
14870    79
14871    71
14872    70
14873    74
14874    73
14875    73
14876    75
14877    72
14878    72
14879    74
14880    75
14881    71
14882    72
14883    73
14884    71
14885    70
14886    71
14887    72
14888    72
14889    73
14890    68
14891    68
14892    74
14893    72
14894    79
14895    72
14896    72
14897    73
14898    71
14899    73
14900    69
14901    70
14902    76
14903    67
14904    73
14905    69
14906    70
14907    74
14908    76
14909    74
14910    73
14911    70
14912    73
14913    70
14914    69
14915    70
14916    65
14917    70
14918    70
14919    69
14920    69
14921    67
14922    71
14923    70
14924    70
14925    67
14926    72
14927    74
14928    67
14929    73
14930    73
14931    69
14932    71
14933    73
14934    73
14935    71
14936    68
14937    69
14938    70
14939    72
14940    68
14941    74
14942    72
14943    75
14944    72
14945    72
14946    72
14947    70
14948    71
14949    69
14950    68
14951    67
14952    68
14953    70
14954    67
14955    67
14956    73
14957    75
14958    67
14959    72
14960    71
14961    73
14962    69
14963    74
14964    76
14965    72
14966    71
14967    68
14968    67
14969    71
14970    65
14971    69
14972    71
14973    70
14974    70
14975    70
14976    71
14977    74
14978    76
14979    70
14980    65
14981    73
14982    74
14983    71
14984    71
14985    71
14986    73
14987    72
14988    67
14989    72
14990    67
14991    67
14992    78
14993    70
14994    67
14995    74
14996    76
14997    69
14998    74
14999    72
15000    73
15001    72
15002    68
15003    74
15004    67
15005    74
15006    71
15007    69
15008    72
15009    71
15010    67
15011    73
15012    69
15013    71
15014    70
15015    74
15016    74
15017    70
15018    71
15019    75
15020    74
15021    72
15022    75
15023    74
15024    70
15025    72
15026    70
15027    70
15028    74
15029    69
15030    69
15031    68
15032    70
15033    72
15034    72
15035    68
15036    74
15037    70
15038    69
15039    71
15040    70
15041    73
15042    70
15043    72
15044    69
15045    69
15046    73
15047    76
15048    69
15049    69
15050    72
15051    73
15052    69
15053    68
15054    69
15055    71
15056    72
15057    69
15058    70
15059    72
15060    72
15061    69
15062    69
15063    70
15064    69
15065    69
15066    70
15067    70
15068    70
15069    72
15070    71
15071    75
15072    73
15073    74
15074    77
15075    69
15076    74
15077    74
15078    70
15079    70
15080    67
15081    72
15082    70
15083    69
15084    70
15085    72
15086    69
15087    70
15088    67
15089    68
15090    76
15091    69
15092    70
15093    69
15094    68
15095    72
15096    69
15097    71
15098    77
15099    74
15100    76
15101    70
15102    72
15103    72
15104    73
15105    71
15106    70
15107    71
15108    71
15109    72
15110    71
15111    69
15112    67
15113    70
15114    74
15115    73
15116    66
15117    71
15118    69
15119    71
15120    74
15121    70
15122    75
15123    72
15124    76
15125    72
15126    73
15127    73
15128    73
15129    70
15130    71
15131    72
15132    70
15133    74
15134    70
15135    71
15136    72
15137    69
15138    71
15139    72
15140    73
15141    69
15142    72
15143    70
15144    70
15145    71
15146    75
15147    70
15148    67
15149    74
15150    73
15151    69
15152    66
15153    73
15154    70
15155    70
15156    70
15157    76
15158    73
15159    67
15160    72
15161    74
15162    71
15163    77
15164    73
15165    75
15166    73
15167    70
15168    72
15169    72
15170    68
15171    72
15172    72
15173    72
15174    72
15175    76
15176    71
15177    72
15178    69
15179    76
15180    76
15181    66
15182    68
15183    72
15184    70
15185    71
15186    72
15187    67
15188    67
15189    71
15190    68
15191    70
15192    74
15193    69
15194    70
15195    70
15196    71
15197    68
15198    72
15199    69
15200    73
15201    71
15202    75
15203    74
15204    72
15205    69
15206    72
15207    70
15208    71
15209    74
15210    67
15211    69
15212    73
15213    69
15214    72
15215    72
15216    67
15217    70
15218    72
15219    71
15220    73
15221    71
15222    72
15223    77
15224    71
15225    77
15226    67
15227    75
15228    67
15229    77
15230    71
15231    70
15232    75
15233    67
15234    70
15235    69
15236    69
15237    73
15238    71
15239    72
15240    77
15241    73
15242    69
15243    77
15244    72
15245    69
15246    74
15247    70
15248    71
15249    71
15250    69
15251    70
15252    73
15253    71
15254    75
15255    67
15256    70
15257    73
15258    68
15259    71
15260    68
15261    74
15262    70
15263    75
15264    70
15265    67
15266    74
15267    72
15268    71
15269    78
15270    68
15271    76
15272    68
15273    70
15274    71
15275    73
15276    66
15277    75
15278    73
15279    65
15280    75
15281    72
15282    68
15283    69
15284    72
15285    74
15286    69
15287    73
15288    72
15289    67
15290    72
15291    74
15292    71
15293    74
15294    77
15295    74
15296    72
15297    75
15298    64
15299    73
15300    71
15301    71
15302    73
15303    72
15304    68
15305    68
15306    69
15307    70
15308    67
15309    72
15310    72
15311    67
15312    70
15313    69
15314    72
15315    75
15316    71
15317    70
15318    72
15319    66
15320    72
15321    68
15322    69
15323    70
15324    73
15325    71
15326    77
15327    67
15328    72
15329    74
15330    72
15331    71
15332    75
15333    73
15334    71
15335    69
15336    69
15337    73
15338    71
15339    70
15340    71
15341    76
15342    73
15343    65
15344    73
15345    69
15346    66
15347    70
15348    69
15349    66
15350    67
15351    70
15352    76
15353    78
15354    78
15355    73
15356    73
15357    70
15358    67
15359    74
15360    70
15361    70
15362    68
15363    71
15364    73
15365    72
15366    67
15367    74
15368    70
15369    71
15370    70
15371    76
15372    74
15373    72
15374    79
15375    70
15376    72
15377    68
15378    75
15379    66
15380    72
15381    75
15382    69
15383    66
15384    69
15385    77
15386    70
15387    78
15388    73
15389    74
15390    71
15391    73
15392    71
15393    72
15394    75
15395    70
15396    76
15397    72
15398    70
15399    75
15400    73
15401    71
15402    73
15403    69
15404    74
15405    71
15406    68
15407    70
15408    73
15409    69
15410    71
15411    69
15412    70
15413    77
15414    73
15415    68
15416    76
15417    70
15418    67
15419    74
15420    72
15421    74
15422    71
15423    72
15424    76
15425    70
15426    72
15427    67
15428    70
15429    72
15430    70
15431    71
15432    66
15433    72
15434    72
15435    70
15436    72
15437    70
15438    70
15439    72
15440    72
15441    69
15442    76
15443    76
15444    77
15445    70
15446    72
15447    69
15448    69
15449    70
15450    73
15451    72
15452    74
15453    74
15454    71
15455    68
15456    69
15457    70
15458    72
15459    67
15460    69
15461    65
15462    71
15463    76
15464    72
15465    72
15466    70
15467    76
15468    67
15469    72
15470    70
15471    71
15472    76
15473    71
15474    74
15475    73
15476    75
15477    70
15478    72
15479    68
15480    72
15481    75
15482    72
15483    72
15484    67
15485    71
15486    71
15487    73
15488    69
15489    70
15490    70
15491    75
15492    76
15493    70
15494    73
15495    72
15496    69
15497    68
15498    70
15499    69
15500    67
15501    69
15502    71
15503    72
15504    72
15505    71
15506    75
15507    69
15508    75
15509    76
15510    67
15511    71
15512    67
15513    71
15514    73
15515    75
15516    69
15517    67
15518    70
15519    69
15520    74
15521    72
15522    69
15523    76
15524    74
15525    69
15526    72
15527    70
15528    71
15529    71
15530    70
15531    77
15532    74
15533    78
15534    68
15535    73
15536    69
15537    67
15538    76
15539    69
15540    72
15541    70
15542    73
15543    71
15544    77
15545    68
15546    70
15547    67
15548    71
15549    70
15550    70
15551    69
15552    74
15553    69
15554    77
15555    65
15556    67
15557    70
15558    76
15559    71
15560    71
15561    71
15562    75
15563    70
15564    71
15565    67
15566    73
15567    72
15568    71
15569    74
15570    76
15571    75
15572    67
15573    74
15574    71
15575    71
15576    70
15577    75
15578    69
15579    72
15580    69
15581    68
15582    69
15583    70
15584    71
15585    65
15586    73
15587    69
15588    68
15589    72
15590    69
15591    70
15592    69
15593    69
15594    73
15595    73
15596    69
15597    72
15598    72
15599    71
15600    69
15601    72
15602    65
15603    72
15604    68
15605    69
15606    70
15607    70
15608    69
15609    67
15610    70
15611    68
15612    72
15613    71
15614    68
15615    69
15616    68
15617    74
15618    72
15619    68
15620    65
15621    67
15622    72
15623    69
15624    65
15625    67
15626    69
15627    69
15628    67
15629    70
15630    74
15631    72
15632    71
15633    69
15634    72
15635    69
15636    66
15637    71
15638    73
15639    72
15640    70
15641    75
15642    72
15643    74
15644    70
15645    67
15646    73
15647    72
15648    71
15649    71
15650    71
15651    65
15652    67
15653    71
15654    70
15655    72
15656    72
15657    73
15658    74
15659    72
15660    71
15661    73
15662    70
15663    69
15664    66
15665    73
15666    70
15667    74
15668    73
15669    68
15670    74
15671    69
15672    69
15673    74
15674    67
15675    74
15676    72
15677    69
15678    74
15679    70
15680    69
15681    72
15682    70
15683    69
15684    69
15685    66
15686    72
15687    77
15688    69
15689    70
15690    71
15691    70
15692    72
15693    76
15694    76
15695    75
15696    71
15697    68
15698    69
15699    74
15700    70
15701    74
15702    68
15703    73
15704    70
15705    72
15706    72
15707    73
15708    70
15709    73
15710    72
15711    73
15712    69
15713    71
15714    69
15715    75
15716    70
15717    75
15718    69
15719    66
15720    72
15721    69
15722    70
15723    74
15724    73
15725    71
15726    72
15727    69
15728    70
15729    74
15730    70
15731    71
15732    71
15733    74
15734    76
15735    70
15736    68
15737    69
15738    75
15739    73
15740    70
15741    69
15742    70
15743    69
15744    69
15745    69
15746    69
15747    71
15748    72
15749    69
15750    70
15751    68
15752    74
15753    72
15754    72
15755    72
15756    71
15757    69
15758    73
15759    73
15760    69
15761    67
15762    76
15763    71
15764    66
15765    72
15766    72
15767    71
15768    74
15769    71
15770    72
15771    68
15772    69
15773    68
15774    66
15775    72
15776    74
15777    72
15778    68
15779    72
15780    71
15781    75
15782    69
15783    73
15784    71
15785    69
15786    69
15787    74
15788    74
15789    69
15790    73
15791    71
15792    72
15793    67
15794    70
15795    72
15796    72
15797    66
15798    72
15799    70
15800    74
15801    70
15802    69
15803    74
15804    67
15805    72
15806    75
15807    69
15808    74
15809    74
15810    69
15811    76
15812    70
15813    71
15814    71
15815    71
15816    71
15817    72
15818    68
15819    67
15820    72
15821    72
15822    70
15823    76
15824    67
15825    72
15826    72
15827    69
15828    78
15829    68
15830    70
15831    73
15832    70
15833    70
15834    71
15835    69
15836    74
15837    75
15838    76
15839    75
15840    72
15841    71
15842    75
15843    69
15844    72
15845    72
15846    72
15847    67
15848    74
15849    67
15850    74
15851    70
15852    74
15853    75
15854    72
15855    68
15856    74
15857    68
15858    68
15859    67
15860    75
15861    73
15862    71
15863    72
15864    73
15865    76
15866    71
15867    74
15868    71
15869    67
15870    75
15871    71
15872    70
15873    71
15874    71
15875    65
15876    70
15877    73
15878    77
15879    71
15880    75
15881    69
15882    74
15883    72
15884    71
15885    68
15886    71
15887    72
15888    72
15889    72
15890    72
15891    77
15892    74
15893    67
15894    73
15895    67
15896    76
15897    71
15898    66
15899    75
15900    76
15901    72
15902    74
15903    63
15904    69
15905    72
15906    69
15907    70
15908    68
15909    73
15910    69
15911    73
15912    70
15913    75
15914    70
15915    70
15916    68
15917    73
15918    74
15919    70
15920    74
15921    67
15922    72
15923    71
15924    72
15925    72
15926    69
15927    75
15928    70
15929    74
15930    76
15931    72
15932    69
15933    70
15934    70
15935    72
15936    67
15937    72
15938    73
15939    71
15940    78
15941    70
15942    70
15943    70
15944    76
15945    67
15946    73
15947    70
15948    70
15949    75
15950    72
15951    75
15952    73
15953    72
15954    74
15955    74
15956    71
15957    76
15958    72
15959    70
15960    73
15961    75
15962    71
15963    72
15964    73
15965    69
15966    71
15967    71
15968    70
15969    70
15970    76
15971    70
15972    71
15973    70
15974    73
15975    72
15976    69
15977    70
15978    77
15979    66
15980    69
15981    73
15982    71
15983    67
15984    72
15985    72
15986    67
15987    72
15988    74
15989    73
15990    77
15991    69
15992    71
15993    76
15994    70
15995    67
15996    70
15997    67
15998    71
15999    71
16000    74
16001    73
16002    68
16003    68
16004    69
16005    71
16006    71
16007    74
16008    74
16009    74
16010    69
16011    74
16012    71
16013    72
16014    69
16015    70
16016    71
16017    73
16018    76
16019    76
16020    73
16021    69
16022    71
16023    68
16024    69
16025    72
16026    74
16027    73
16028    70
16029    70
16030    73
16031    70
16032    75
16033    69
16034    68
16035    74
16036    72
16037    66
16038    67
16039    72
16040    69
16041    75
16042    76
16043    73
16044    71
16045    72
16046    71
16047    73
16048    71
16049    69
16050    74
16051    72
16052    67
16053    72
16054    73
16055    68
16056    72
16057    71
16058    69
16059    71
16060    71
16061    74
16062    71
16063    71
16064    69
16065    72
16066    66
16067    74
16068    70
16069    73
16070    72
16071    73
16072    73
16073    72
16074    75
16075    70
16076    74
16077    74
16078    72
16079    70
16080    69
16081    67
16082    74
16083    73
16084    69
16085    71
16086    74
16087    76
16088    74
16089    75
16090    66
16091    70
16092    63
16093    69
16094    70
16095    74
16096    72
16097    67
16098    69
16099    68
16100    75
16101    72
16102    72
16103    67
16104    74
16105    76
16106    69
16107    65
16108    70
16109    70
16110    70
16111    69
16112    70
16113    72
16114    71
16115    67
16116    70
16117    68
16118    71
16119    76
16120    74
16121    73
16122    72
16123    73
16124    71
16125    72
16126    67
16127    74
16128    74
16129    78
16130    72
16131    78
16132    69
16133    70
16134    68
16135    73
16136    72
16137    68
16138    69
16139    72
16140    69
16141    73
16142    69
16143    69
16144    70
16145    74
16146    72
16147    70
16148    68
16149    72
16150    74
16151    70
16152    67
16153    68
16154    71
16155    69
16156    71
16157    69
16158    73
16159    71
16160    76
16161    70
16162    67
16163    68
16164    72
16165    69
16166    69
16167    68
16168    69
16169    70
16170    73
16171    68
16172    71
16173    72
16174    67
16175    70
16176    76
16177    77
16178    73
16179    69
16180    68
16181    73
16182    72
16183    73
16184    70
16185    74
16186    75
16187    71
16188    71
16189    72
16190    73
16191    72
16192    73
16193    70
16194    69
16195    70
16196    71
16197    69
16198    69
16199    73
16200    72
16201    69
16202    70
16203    72
16204    74
16205    67
16206    70
16207    69
16208    69
16209    65
16210    74
16211    70
16212    70
16213    72
16214    68
16215    72
16216    70
16217    69
16218    69
16219    70
16220    71
16221    74
16222    69
16223    69
16224    69
16225    73
16226    67
16227    74
16228    71
16229    71
16230    69
16231    73
16232    71
16233    67
16234    69
16235    74
16236    76
16237    73
16238    75
16239    68
16240    68
16241    69
16242    72
16243    73
16244    70
16245    74
16246    71
16247    76
16248    72
16249    75
16250    72
16251    74
16252    68
16253    69
16254    68
16255    75
16256    69
16257    74
16258    70
16259    70
16260    74
16261    76
16262    69
16263    73
16264    73
16265    73
16266    77
16267    77
16268    70
16269    72
16270    75
16271    70
16272    72
16273    67
16274    71
16275    75
16276    74
16277    74
16278    72
16279    74
16280    73
16281    69
16282    68
16283    69
16284    66
16285    68
16286    70
16287    71
16288    68
16289    76
16290    69
16291    72
16292    73
16293    74
16294    73
16295    72
16296    70
16297    74
16298    72
16299    71
16300    71
16301    70
16302    70
16303    66
16304    74
16305    73
16306    73
16307    74
16308    71
16309    66
16310    74
16311    74
16312    70
16313    73
16314    71
16315    67
16316    73
16317    76
16318    70
16319    75
16320    73
16321    71
16322    74
16323    74
16324    70
16325    67
16326    71
16327    71
16328    70
16329    73
16330    73
16331    74
16332    72
16333    72
16334    68
16335    71
16336    74
16337    70
16338    70
16339    65
16340    69
16341    70
16342    73
16343    73
16344    74
16345    74
16346    72
16347    69
16348    68
16349    72
16350    69
16351    72
16352    73
16353    72
16354    73
16355    69
16356    73
16357    75
16358    71
16359    72
16360    73
16361    70
16362    73
16363    75
16364    69
16365    73
16366    67
16367    73
16368    76
16369    70
16370    69
16371    72
16372    70
16373    71
16374    69
16375    71
16376    75
16377    76
16378    73
16379    71
16380    73
16381    67
16382    75
16383    76
16384    71
16385    71
16386    72
16387    76
16388    70
16389    69
16390    71
16391    70
16392    70
16393    74
16394    74
16395    75
16396    69
16397    70
16398    73
16399    68
16400    70
16401    75
16402    71
16403    70
16404    70
16405    69
16406    72
16407    72
16408    67
16409    76
16410    71
16411    71
16412    68
16413    76
16414    74
16415    68
16416    70
16417    73
16418    67
16419    75
16420    66
16421    68
16422    74
16423    70
16424    73
16425    70
16426    69
16427    72
16428    72
16429    75
16430    72
16431    71
16432    69
16433    71
16434    74
16435    74
16436    70
16437    74
16438    72
16439    75
16440    70
16441    70
16442    67
16443    72
16444    72
16445    76
16446    69
16447    75
16448    70
16449    65
16450    73
16451    75
16452    75
16453    69
16454    72
16455    65
16456    67
16457    67
16458    74
16459    73
16460    70
16461    66
16462    70
16463    70
16464    71
16465    70
16466    71
16467    76
16468    68
16469    72
16470    68
16471    73
16472    73
16473    69
16474    75
16475    69
16476    65
16477    74
16478    73
16479    75
16480    71
16481    74
16482    72
16483    66
16484    72
16485    69
16486    67
16487    72
16488    69
16489    71
16490    69
16491    70
16492    69
16493    72
16494    72
16495    69
16496    72
16497    70
16498    70
16499    70
16500    70
16501    74
16502    73
16503    77
16504    75
16505    70
16506    71
16507    72
16508    72
16509    70
16510    74
16511    71
16512    72
16513    69
16514    69
16515    71
16516    74
16517    73
16518    68
16519    71
16520    73
16521    71
16522    74
16523    67
16524    71
16525    73
16526    73
16527    71
16528    68
16529    67
16530    73
16531    65
16532    69
16533    68
16534    72
16535    68
16536    67
16537    71
16538    69
16539    71
16540    75
16541    77
16542    69
16543    69
16544    73
16545    73
16546    77
16547    72
16548    68
16549    76
16550    70
16551    70
16552    74
16553    70
16554    67
16555    70
16556    69
16557    73
16558    71
16559    70
16560    69
16561    71
16562    73
16563    69
16564    70
16565    71
16566    71
16567    72
16568    70
16569    78
16570    70
16571    74
16572    69
16573    70
16574    63
16575    69
16576    69
16577    67
16578    67
16579    65
16580    72
16581    67
16582    76
16583    70
16584    64
16585    66
16586    70
16587    70
16588    74
16589    70
16590    72
16591    71
16592    71
16593    70
16594    77
16595    67
16596    72
16597    69
16598    73
16599    67
16600    74
16601    74
16602    74
16603    67
16604    67
16605    72
16606    69
16607    67
16608    66
16609    67
16610    67
16611    64
16612    69
16613    73
16614    75
16615    72
16616    75
16617    68
16618    70
16619    71
16620    71
16621    69
16622    72
16623    69
16624    67
16625    73
16626    74
16627    74
16628    74
16629    73
16630    66
16631    73
16632    69
16633    76
16634    70
16635    69
16636    67
16637    72
16638    73
16639    74
16640    68
16641    71
16642    74
16643    74
16644    69
16645    70
16646    74
16647    69
16648    71
16649    75
16650    71
16651    72
16652    69
16653    70
16654    69
16655    73
16656    69
16657    72
16658    69
16659    72
16660    72
16661    71
16662    76
16663    75
16664    72
16665    71
16666    72
16667    71
16668    69
16669    70
16670    75
16671    74
16672    72
16673    72
16674    74
16675    71
16676    68
16677    72
16678    71
16679    76
16680    70
16681    72
16682    70
16683    69
16684    73
16685    75
16686    72
16687    73
16688    72
16689    73
16690    70
16691    69
16692    70
16693    72
16694    79
16695    66
16696    68
16697    75
16698    67
16699    75
16700    75
16701    69
16702    73
16703    67
16704    70
16705    70
16706    70
16707    70
16708    74
16709    68
16710    75
16711    72
16712    70
16713    72
16714    74
16715    70
16716    74
16717    72
16718    74
16719    70
16720    76
16721    71
16722    73
16723    72
16724    70
16725    70
16726    73
16727    75
16728    74
16729    70
16730    73
16731    72
16732    71
16733    67
16734    71
16735    71
16736    71
16737    71
16738    73
16739    72
16740    72
16741    71
16742    71
16743    75
16744    70
16745    70
16746    72
16747    73
16748    76
16749    72
16750    67
16751    68
16752    65
16753    74
16754    72
16755    72
16756    70
16757    68
16758    69
16759    67
16760    76
16761    70
16762    69
16763    70
16764    76
16765    74
16766    70
16767    68
16768    72
16769    64
16770    73
16771    72
16772    73
16773    75
16774    70
16775    68
16776    67
16777    74
16778    69
16779    70
16780    74
16781    73
16782    71
16783    70
16784    71
16785    73
16786    71
16787    70
16788    72
16789    72
16790    73
16791    75
16792    75
16793    69
16794    67
16795    74
16796    73
16797    69
16798    74
16799    73
16800    66
16801    70
16802    74
16803    72
16804    70
16805    70
16806    78
16807    70
16808    74
16809    72
16810    70
16811    65
16812    69
16813    69
16814    73
16815    71
16816    72
16817    69
16818    70
16819    70
16820    71
16821    74
16822    74
16823    71
16824    74
16825    72
16826    70
16827    73
16828    74
16829    72
16830    74
16831    72
16832    68
16833    72
16834    67
16835    72
16836    72
16837    72
16838    65
16839    70
16840    72
16841    73
16842    69
16843    69
16844    66
16845    67
16846    68
16847    70
16848    69
16849    65
16850    73
16851    71
16852    71
16853    75
16854    74
16855    70
16856    69
16857    72
16858    75
16859    72
16860    72
16861    75
16862    73
16863    70
16864    74
16865    70
16866    74
16867    69
16868    77
16869    71
16870    70
16871    71
16872    71
16873    71
16874    69
16875    72
16876    72
16877    65
16878    69
16879    69
16880    67
16881    73
16882    69
16883    68
16884    73
16885    76
16886    68
16887    68
16888    71
16889    73
16890    73
16891    69
16892    71
16893    70
16894    69
16895    75
16896    72
16897    69
16898    70
16899    74
16900    73
16901    74
16902    66
16903    69
16904    65
16905    69
16906    73
16907    73
16908    71
16909    71
16910    67
16911    76
16912    74
16913    73
16914    73
16915    68
16916    70
16917    73
16918    72
16919    69
16920    71
16921    71
16922    69
16923    80
16924    69
16925    78
16926    72
16927    72
16928    71
16929    71
16930    67
16931    73
16932    76
16933    72
16934    71
16935    73
16936    73
16937    72
16938    70
16939    69
16940    69
16941    72
16942    75
16943    67
16944    73
16945    74
16946    67
16947    77
16948    71
16949    70
16950    68
16951    70
16952    72
16953    70
16954    75
16955    74
16956    72
16957    69
16958    72
16959    72
16960    73
16961    70
16962    73
16963    74
16964    73
16965    66
16966    69
16967    74
16968    75
16969    69
16970    73
16971    73
16972    75
16973    73
16974    70
16975    72
16976    69
16977    69
16978    77
16979    69
16980    69
16981    69
16982    71
16983    70
16984    75
16985    67
16986    70
16987    72
16988    70
16989    72
16990    74
16991    75
16992    68
16993    70
16994    71
16995    72
16996    72
16997    71
16998    70
16999    71
17000    75
17001    74
17002    77
17003    73
17004    68
17005    70
17006    70
17007    72
17008    72
17009    74
17010    71
17011    73
17012    70
17013    67
17014    72
17015    67
17016    72
17017    69
17018    70
17019    74
17020    70
17021    70
17022    73
17023    70
17024    67
17025    76
17026    72
17027    69
17028    72
17029    75
17030    67
17031    70
17032    69
17033    70
17034    69
17035    74
17036    69
17037    71
17038    66
17039    72
17040    72
17041    70
17042    71
17043    71
17044    74
17045    68
17046    70
17047    71
17048    72
17049    71
17050    74
17051    70
17052    74
17053    68
17054    68
17055    72
17056    79
17057    73
17058    72
17059    74
17060    69
17061    74
17062    69
17063    69
17064    74
17065    67
17066    69
17067    72
17068    74
17069    69
17070    75
17071    73
17072    70
17073    69
17074    72
17075    68
17076    73
17077    69
17078    70
17079    71
17080    72
17081    71
17082    71
17083    70
17084    69
17085    74
17086    71
17087    70
17088    72
17089    76
17090    78
17091    71
17092    70
17093    72
17094    73
17095    71
17096    75
17097    72
17098    69
17099    77
17100    66
17101    68
17102    72
17103    70
17104    69
17105    73
17106    72
17107    72
17108    73
17109    72
17110    75
17111    72
17112    69
17113    71
17114    70
17115    71
17116    65
17117    66
17118    72
17119    77
17120    70
17121    71
17122    74
17123    71
17124    73
17125    68
17126    68
17127    71
17128    75
17129    67
17130    74
17131    69
17132    66
17133    70
17134    71
17135    76
17136    74
17137    68
17138    75
17139    72
17140    68
17141    72
17142    69
17143    73
17144    73
17145    76
17146    70
17147    69
17148    70
17149    72
17150    73
17151    66
17152    68
17153    70
17154    73
17155    73
17156    69
17157    61
17158    67
17159    69
17160    69
17161    71
17162    72
17163    70
17164    72
17165    69
17166    71
17167    74
17168    74
17169    70
17170    72
17171    73
17172    74
17173    73
17174    74
17175    66
17176    70
17177    67
17178    74
17179    74
17180    72
17181    67
17182    67
17183    74
17184    70
17185    70
17186    76
17187    71
17188    72
17189    67
17190    70
17191    72
17192    71
17193    70
17194    70
17195    74
17196    68
17197    74
17198    72
17199    74
17200    75
17201    68
17202    70
17203    70
17204    77
17205    71
17206    70
17207    67
17208    68
17209    74
17210    72
17211    71
17212    72
17213    71
17214    71
17215    76
17216    74
17217    69
17218    69
17219    73
17220    67
17221    73
17222    77
17223    67
17224    73
17225    72
17226    74
17227    71
17228    65
17229    70
17230    70
17231    69
17232    73
17233    71
17234    70
17235    66
17236    76
17237    72
17238    70
17239    69
17240    72
17241    74
17242    75
17243    74
17244    73
17245    74
17246    73
17247    71
17248    71
17249    75
17250    68
17251    72
17252    71
17253    73
17254    70
17255    73
17256    71
17257    75
17258    71
17259    74
17260    72
17261    72
17262    72
17263    71
17264    71
17265    75
17266    70
17267    71
17268    70
17269    77
17270    70
17271    70
17272    70
17273    75
17274    72
17275    66
17276    76
17277    73
17278    71
17279    70
17280    76
17281    70
17282    70
17283    73
17284    76
17285    72
17286    71
17287    77
17288    68
17289    67
17290    74
17291    72
17292    71
17293    72
17294    74
17295    72
17296    71
17297    69
17298    74
17299    69
17300    75
17301    73
17302    73
17303    71
17304    67
17305    67
17306    73
17307    73
17308    73
17309    73
17310    69
17311    73
17312    69
17313    70
17314    75
17315    71
17316    71
17317    70
17318    69
17319    71
17320    70
17321    69
17322    67
17323    73
17324    72
17325    68
17326    72
17327    73
17328    72
17329    70
17330    70
17331    72
17332    67
17333    74
17334    69
17335    73
17336    71
17337    68
17338    69
17339    69
17340    75
17341    74
17342    72
17343    71
17344    77
17345    76
17346    71
17347    65
17348    74
17349    73
17350    68
17351    71
17352    69
17353    72
17354    69
17355    72
17356    74
17357    72
17358    70
17359    70
17360    69
17361    73
17362    69
17363    69
17364    72
17365    69
17366    68
17367    76
17368    67
17369    74
17370    72
17371    69
17372    67
17373    71
17374    76
17375    71
17376    74
17377    72
17378    67
17379    65
17380    70
17381    70
17382    78
17383    77
17384    72
17385    73
17386    67
17387    71
17388    64
17389    72
17390    71
17391    72
17392    69
17393    74
17394    74
17395    74
17396    74
17397    76
17398    72
17399    71
17400    70
17401    69
17402    70
17403    69
17404    71
17405    74
17406    69
17407    72
17408    71
17409    71
17410    68
17411    70
17412    69
17413    69
17414    69
17415    69
17416    69
17417    66
17418    68
17419    75
17420    67
17421    71
17422    69
17423    69
17424    73
17425    71
17426    72
17427    69
17428    74
17429    70
17430    70
17431    70
17432    72
17433    70
17434    69
17435    74
17436    72
17437    67
17438    69
17439    67
17440    73
17441    72
17442    74
17443    79
17444    73
17445    70
17446    66
17447    75
17448    70
17449    73
17450    73
17451    73
17452    70
17453    75
17454    69
17455    70
17456    68
17457    71
17458    70
17459    68
17460    71
17461    69
17462    72
17463    70
17464    67
17465    74
17466    69
17467    66
17468    73
17469    69
17470    69
17471    64
17472    71
17473    74
17474    72
17475    72
17476    71
17477    68
17478    69
17479    73
17480    69
17481    71
17482    71
17483    70
17484    72
17485    71
17486    71
17487    71
17488    72
17489    75
17490    70
17491    72
17492    70
17493    74
17494    69
17495    73
17496    70
17497    77
17498    72
17499    69
17500    67
17501    63
17502    70
17503    71
17504    72
17505    69
17506    69
17507    70
17508    71
17509    67
17510    77
17511    72
17512    71
17513    71
17514    76
17515    72
17516    74
17517    68
17518    74
17519    72
17520    70
17521    69
17522    70
17523    73
17524    74
17525    71
17526    69
17527    70
17528    69
17529    73
17530    75
17531    71
17532    66
17533    72
17534    71
17535    70
17536    73
17537    70
17538    69
17539    75
17540    72
17541    72
17542    70
17543    70
17544    71
17545    72
17546    69
17547    71
17548    69
17549    71
17550    69
17551    69
17552    69
17553    73
17554    72
17555    70
17556    73
17557    74
17558    76
17559    72
17560    73
17561    71
17562    72
17563    69
17564    73
17565    74
17566    70
17567    75
17568    68
17569    77
17570    72
17571    73
17572    69
17573    76
17574    69
17575    72
17576    70
17577    71
17578    72
17579    73
17580    69
17581    69
17582    75
17583    71
17584    74
17585    69
17586    68
17587    73
17588    68
17589    71
17590    65
17591    73
17592    71
17593    74
17594    66
17595    74
17596    69
17597    73
17598    72
17599    74
17600    72
17601    70
17602    73
17603    78
17604    74
17605    73
17606    73
17607    71
17608    69
17609    69
17610    71
17611    69
17612    72
17613    74
17614    71
17615    72
17616    69
17617    72
17618    70
17619    66
17620    72
17621    73
17622    69
17623    75
17624    74
17625    72
17626    72
17627    76
17628    73
17629    69
17630    71
17631    71
17632    69
17633    69
17634    75
17635    67
17636    76
17637    69
17638    72
17639    73
17640    70
17641    71
17642    69
17643    77
17644    67
17645    74
17646    70
17647    71
17648    72
17649    69
17650    68
17651    70
17652    69
17653    72
17654    74
17655    69
17656    72
17657    77
17658    73
17659    74
17660    69
17661    76
17662    69
17663    70
17664    70
17665    71
17666    70
17667    73
17668    70
17669    74
17670    72
17671    68
17672    72
17673    73
17674    72
17675    68
17676    73
17677    76
17678    69
17679    74
17680    74
17681    71
17682    69
17683    71
17684    69
17685    75
17686    69
17687    72
17688    69
17689    73
17690    72
17691    73
17692    70
17693    74
17694    80
17695    71
17696    69
17697    70
17698    72
17699    71
17700    71
17701    75
17702    73
17703    71
17704    72
17705    68
17706    72
17707    73
17708    69
17709    74
17710    72
17711    72
17712    75
17713    70
17714    76
17715    68
17716    68
17717    73
17718    72
17719    75
17720    71
17721    70
17722    69
17723    70
17724    67
17725    68
17726    76
17727    69
17728    70
17729    72
17730    72
17731    69
17732    75
17733    70
17734    73
17735    73
17736    67
17737    70
17738    68
17739    76
17740    69
17741    73
17742    72
17743    68
17744    75
17745    73
17746    65
17747    73
17748    70
17749    70
17750    69
17751    69
17752    73
17753    69
17754    69
17755    72
17756    72
17757    70
17758    72
17759    74
17760    71
17761    74
17762    71
17763    72
17764    72
17765    71
17766    68
17767    72
17768    69
17769    74
17770    73
17771    73
17772    70
17773    77
17774    75
17775    67
17776    73
17777    73
17778    71
17779    72
17780    71
17781    69
17782    70
17783    74
17784    73
17785    70
17786    78
17787    71
17788    69
17789    72
17790    67
17791    73
17792    76
17793    69
17794    68
17795    73
17796    73
17797    76
17798    72
17799    69
17800    72
17801    69
17802    71
17803    70
17804    75
17805    71
17806    70
17807    76
17808    68
17809    72
17810    75
17811    70
17812    67
17813    73
17814    71
17815    70
17816    71
17817    76
17818    66
17819    72
17820    69
17821    73
17822    74
17823    76
17824    74
17825    72
17826    69
17827    70
17828    74
17829    71
17830    69
17831    67
17832    68
17833    74
17834    72
17835    70
17836    71
17837    69
17838    71
17839    70
17840    71
17841    72
17842    73
17843    73
17844    69
17845    69
17846    70
17847    70
17848    70
17849    65
17850    74
17851    70
17852    71
17853    70
17854    68
17855    73
17856    73
17857    70
17858    75
17859    69
17860    69
17861    66
17862    72
17863    76
17864    69
17865    70
17866    73
17867    71
17868    76
17869    68
17870    71
17871    74
17872    70
17873    69
17874    71
17875    72
17876    68
17877    72
17878    73
17879    74
17880    74
17881    69
17882    75
17883    71
17884    73
17885    75
17886    74
17887    67
17888    76
17889    73
17890    75
17891    71
17892    72
17893    71
17894    74
17895    70
17896    72
17897    75
17898    67
17899    69
17900    69
17901    73
17902    70
17903    69
17904    71
17905    75
17906    67
17907    71
17908    69
17909    75
17910    74
17911    71
17912    71
17913    69
17914    70
17915    69
17916    69
17917    70
17918    71
17919    69
17920    80
17921    65
17922    71
17923    71
17924    74
17925    73
17926    70
17927    81
17928    63
17929    73
17930    69
17931    76
17932    67
17933    69
17934    69
17935    72
17936    73
17937    72
17938    70
17939    72
17940    70
17941    70
17942    70
17943    70
17944    67
17945    73
17946    67
17947    71
17948    69
17949    76
17950    70
17951    71
17952    69
17953    70
17954    65
17955    72
17956    73
17957    70
17958    73
17959    71
17960    72
17961    70
17962    67
17963    71
17964    67
17965    70
17966    72
17967    75
17968    71
17969    70
17970    68
17971    72
17972    70
17973    68
17974    72
17975    71
17976    71
17977    70
17978    71
17979    72
17980    74
17981    71
17982    73
17983    73
17984    70
17985    72
17986    73
17987    73
17988    72
17989    68
17990    70
17991    73
17992    75
17993    75
17994    70
17995    69
17996    72
17997    73
17998    69
17999    69
18000    72
18001    69
18002    70
18003    71
18004    71
18005    73
18006    74
18007    71
18008    68
18009    75
18010    70
18011    71
18012    69
18013    75
18014    76
18015    73
18016    71
18017    71
18018    69
18019    71
18020    70
18021    70
18022    72
18023    69
18024    72
18025    73
18026    70
18027    72
18028    70
18029    70
18030    73
18031    67
18032    72
18033    70
18034    71
18035    72
18036    67
18037    72
18038    69
18039    71
18040    73
18041    74
18042    69
18043    72
18044    67
18045    74
18046    72
18047    72
18048    76
18049    73
18050    77
18051    72
18052    73
18053    74
18054    72
18055    69
18056    70
18057    71
18058    70
18059    73
18060    67
18061    70
18062    69
18063    69
18064    72
18065    75
18066    71
18067    70
18068    73
18069    72
18070    66
18071    69
18072    72
18073    71
18074    76
18075    68
18076    71
18077    68
18078    70
18079    69
18080    71
18081    73
18082    69
18083    74
18084    69
18085    72
18086    72
18087    68
18088    68
18089    67
18090    72
18091    70
18092    69
18093    73
18094    65
18095    72
18096    73
18097    76
18098    70
18099    70
18100    70
18101    72
18102    69
18103    74
18104    76
18105    69
18106    70
18107    73
18108    70
18109    71
18110    73
18111    72
18112    74
18113    71
18114    72
18115    74
18116    70
18117    72
18118    68
18119    69
18120    70
18121    72
18122    72
18123    67
18124    70
18125    76
18126    73
18127    75
18128    73
18129    72
18130    67
18131    71
18132    69
18133    72
18134    72
18135    69
18136    74
18137    72
18138    72
18139    72
18140    70
18141    72
18142    69
18143    71
18144    67
18145    75
18146    71
18147    75
18148    73
18149    74
18150    70
18151    70
18152    70
18153    69
18154    70
18155    74
18156    70
18157    70
18158    77
18159    66
18160    76
18161    73
18162    71
18163    72
18164    73
18165    70
18166    70
18167    72
18168    68
18169    69
18170    71
18171    69
18172    74
18173    67
18174    73
18175    68
18176    71
18177    70
18178    72
18179    74
18180    73
18181    71
18182    70
18183    74
18184    73
18185    71
18186    70
18187    70
18188    70
18189    70
18190    69
18191    71
18192    73
18193    68
18194    75
18195    68
18196    67
18197    70
18198    71
18199    66
18200    69
18201    73
18202    69
18203    75
18204    68
18205    70
18206    70
Name: Height in inches, dtype: int64

data.dtypes

ID                                  int64
Name                               object
Age                                 int64
Nationality                        object
Overall                             int64
Potential                           int64
Club                               object
Value                              object
Wage                              float64
Special                             int64
PreferredFoot                      object
InternationalReputation           float64
WeakFoot                          float64
SkillMoves                        float64
WorkRate                           object
BodyType                           object
RealFace                           object
Position                           object
Joined                     datetime64[ns]
ContractValidUntil         datetime64[ns]
Height in inches                    int64
Weight                             object
LS                                 object
ST                                 object
RS                                 object
LW                                 object
LF                                 object
CF                                 object
RF                                 object
RW                                 object
LAM                                object
CAM                                object
RAM                                object
LM                                 object
LCM                                object
CM                                 object
RCM                                object
RM                                 object
LWB                                object
LDM                                object
CDM                                object
RDM                                object
RWB                                object
LB                                 object
LCB                                object
CB                                 object
RCB                                object
RB                                 object
Crossing                          float64
Finishing                         float64
HeadingAccuracy                   float64
ShortPassing                      float64
Volleys                           float64
Dribbling                         float64
Curve                             float64
FKAccuracy                        float64
LongPassing                       float64
BallControl                       float64
Acceleration                      float64
SprintSpeed                       float64
Agility                           float64
Reactions                         float64
Balance                           float64
ShotPower                         float64
Jumping                           float64
Stamina                           float64
Strength                          float64
LongShots                         float64
Aggression                        float64
Interceptions                     float64
Positioning                       float64
Vision                            float64
Penalties                         float64
Composure                         float64
Marking                           float64
StandingTackle                    float64
SlidingTackle                     float64
GKDiving                          float64
GKHandling                        float64
GKKicking                         float64
GKPositioning                     float64
GKReflexes                        float64
ReleaseClause                      object
dtype: object

data.shape

(18159, 83)

Checking missing values in columns Joined and ContractValidUntil

data[['Joined','ContractValidUntil']].isnull().sum()

Joined                1505
ContractValidUntil     241
dtype: int64

data.shape

(18159, 83)

data.dropna(axis=0, how='all', subset=['Joined', 'ContractValidUntil'], inplace=True)

data.shape

(17918, 83)

data['Joined_Year']=pd.DatetimeIndex(data['Joined']).year

data['Joined_Year'].dtype

dtype('float64')

data['CVU_Year']=pd.DatetimeIndex(data['ContractValidUntil']).year

data['CVU_Year'].dtype

dtype('int64')

data[['Joined_Year','CVU_Year']].isnull().sum()

Joined_Year    1264
CVU_Year          0
dtype: int64

data['Joined_Year'].fillna(data['Joined_Year'].median(), inplace=True)

data[['Joined_Year','CVU_Year']].head(5)

	Joined_Year	CVU_Year
0	2004.0	2021
1	2018.0	2022
2	2017.0	2022
3	2011.0	2020
4	2015.0	2023

data[['Joined_Year','CVU_Year']].isnull().sum()

Joined_Year    0
CVU_Year       0
dtype: int64

Creating new feature Contract_Period by taking the difference of 'Joined_Year' and 'CVU_Year'

data['Contract_Period']=data['CVU_Year'] - data['Joined_Year']

data[['Joined_Year','CVU_Year','Contract_Period']].head(10)

	Joined_Year	CVU_Year	Contract_Period
0	2004.0	2021	17.0
1	2018.0	2022	4.0
2	2017.0	2022	5.0
3	2011.0	2020	9.0
4	2015.0	2023	8.0
5	2012.0	2020	8.0
6	2012.0	2020	8.0
7	2014.0	2021	7.0
8	2005.0	2020	15.0
9	2014.0	2021	7.0

data[['Joined_Year','CVU_Year']].isnull().sum()

Joined_Year    0
CVU_Year       0
dtype: int64

num_attr = ['Age','Overall','Potential','Value','Wage','Special','Height in inches','Weight','LS', 'LW', 'LF', 'LAM', 'LM', 'LCM','ST','RS','RW','CF','RF','CAM','RAM','RM','CM','RCM','RWB','CDM','RDM','RB','CB','RCB', 'LWB', 'LDM', 'LB', 'LCB', 'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause'] cat_attr = ['Nationality','Club','PreferredFoot', 'InternationalReputation', 'WeakFoot','SkillMoves','WorkRate','BodyType','RealFace','Position']

Handling the columns with operators (+)

def fill_na(field):
    data[field] = data[field].fillna('9999+9999')

str_list = ['LS', 'LW', 'LF',
        'LAM', 'LM', 'LCM','ST','RS','RW','CF','RF','CAM','RAM','RM','CM','RCM','RWB','CDM','RDM','RB','CB','RCB',
       'LWB', 'LDM', 'LB', 'LCB']

for i in range(0,len(str_list)):
    fill_na(str_list[i])

data[str_list].head(20)

	LS	LW	LF	LAM	LM	LCM	ST	RS	RW	CF	RF	CAM	RAM	RM	CM	RCM	RWB	CDM	RDM	RB	CB	RCB	LWB	LDM	LB	LCB
0	88+2	92+2	93+2	93+2	91+2	84+2	88+2	88+2	92+2	93+2	93+2	93+2	93+2	91+2	84+2	84+2	64+2	61+2	61+2	59+2	47+2	47+2	64+2	61+2	59+2	47+2
1	91+3	89+3	90+3	88+3	88+3	81+3	91+3	91+3	89+3	90+3	90+3	88+3	88+3	88+3	81+3	81+3	65+3	61+3	61+3	61+3	53+3	53+3	65+3	61+3	61+3	53+3
2	84+3	89+3	89+3	89+3	88+3	81+3	84+3	84+3	89+3	89+3	89+3	89+3	89+3	88+3	81+3	81+3	65+3	60+3	60+3	60+3	47+3	47+3	65+3	60+3	60+3	47+3
3	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999
4	82+3	87+3	87+3	88+3	88+3	87+3	82+3	82+3	87+3	87+3	87+3	88+3	88+3	88+3	87+3	87+3	77+3	77+3	77+3	73+3	66+3	66+3	77+3	77+3	73+3	66+3
5	83+3	89+3	88+3	89+3	89+3	82+3	83+3	83+3	89+3	88+3	88+3	89+3	89+3	89+3	82+3	82+3	66+3	63+3	63+3	60+3	49+3	49+3	66+3	63+3	60+3	49+3
6	77+3	85+3	84+3	87+3	86+3	88+3	77+3	77+3	85+3	84+3	84+3	87+3	87+3	86+3	88+3	88+3	82+3	81+3	81+3	79+3	71+3	71+3	82+3	81+3	79+3	71+3
7	87+5	86+5	87+5	85+5	84+5	79+5	87+5	87+5	86+5	87+5	87+5	85+5	85+5	84+5	79+5	79+5	69+5	68+5	68+5	66+5	63+5	63+5	69+5	68+5	66+5	63+5
8	73+3	70+3	71+3	71+3	72+3	75+3	73+3	73+3	70+3	71+3	71+3	71+3	71+3	72+3	75+3	75+3	81+3	84+3	84+3	84+3	87+3	87+3	81+3	84+3	84+3	87+3
9	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999
10	87+3	83+3	86+3	83+3	81+3	77+3	87+3	87+3	83+3	86+3	86+3	83+3	83+3	81+3	77+3	77+3	61+3	62+3	62+3	58+3	57+3	57+3	61+3	62+3	58+3	57+3
11	78+3	81+3	82+3	84+3	82+3	86+3	78+3	78+3	81+3	82+3	82+3	84+3	84+3	82+3	86+3	86+3	79+3	82+3	82+3	77+3	72+3	72+3	79+3	82+3	77+3	72+3
12	64+3	61+3	62+3	62+3	63+3	68+3	64+3	64+3	61+3	62+3	62+3	62+3	62+3	63+3	68+3	68+3	76+3	81+3	81+3	79+3	87+3	87+3	76+3	81+3	79+3	87+3
13	77+3	85+3	84+3	87+3	85+3	85+3	77+3	77+3	85+3	84+3	84+3	87+3	87+3	85+3	85+3	85+3	69+3	70+3	70+3	64+3	57+3	57+3	69+3	70+3	64+3	57+3
14	72+3	77+3	77+3	79+3	79+3	82+3	72+3	72+3	77+3	77+3	77+3	79+3	79+3	79+3	82+3	82+3	85+3	87+3	87+3	84+3	83+3	83+3	85+3	87+3	84+3	83+3
15	83+3	87+3	86+3	87+3	86+3	79+3	83+3	83+3	87+3	86+3	86+3	87+3	87+3	86+3	79+3	79+3	62+3	58+3	58+3	56+3	45+3	45+3	62+3	58+3	56+3	45+3
16	86+3	82+3	84+3	82+3	81+3	79+3	86+3	86+3	82+3	84+3	84+3	82+3	82+3	81+3	79+3	79+3	65+3	66+3	66+3	62+3	60+3	60+3	65+3	66+3	62+3	60+3
17	86+3	87+3	87+3	86+3	86+3	80+3	86+3	86+3	87+3	87+3	87+3	86+3	86+3	86+3	80+3	80+3	70+3	67+3	67+3	67+3	61+3	61+3	70+3	67+3	67+3	61+3
18	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999
19	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999	9999+9999

def parse_string(ls):
    # format: 7' 0.0"
    ls_ = ls.split("+")
    # print(ls_[0])
    # print(ls_[1])
    # print("sum")
    sum = int(ls_[0])+int(ls_[1])
    # print(sum)
    # ls1_ = int(ls_[0])
    #in_ = float(ht_[1].replace("\"",""))
    # ls2_ = int(ls1_[1])
    return (sum)

str_list

['LS',
 'LW',
 'LF',
 'LAM',
 'LM',
 'LCM',
 'ST',
 'RS',
 'RW',
 'CF',
 'RF',
 'CAM',
 'RAM',
 'RM',
 'CM',
 'RCM',
 'RWB',
 'CDM',
 'RDM',
 'RB',
 'CB',
 'RCB',
 'LWB',
 'LDM',
 'LB',
 'LCB']

for i in range(0,len(str_list)):
    data[str_list[i]] = data[str_list[i]].apply(lambda x:parse_string(x)).astype('int64')
    # data.rename(columns={'LS': 'LS_new'}, inplace=True)
    # print(data['LS_new'])
    
# data['LS'] = data["LS"].apply(lambda x:parse_string(x)).astype('int64')
# data.rename(columns={'LS': 'LS_new'}, inplace=True)
# print(data['LS_new'])

data[str_list].head(20)

	LS	LW	LF	LAM	LM	LCM	ST	RS	RW	CF	RF	CAM	RAM	RM	CM	RCM	RWB	CDM	RDM	RB	CB	RCB	LWB	LDM	LB	LCB
0	90	94	95	95	93	86	90	90	94	95	95	95	95	93	86	86	66	63	63	61	49	49	66	63	61	49
1	94	92	93	91	91	84	94	94	92	93	93	91	91	91	84	84	68	64	64	64	56	56	68	64	64	56
2	87	92	92	92	91	84	87	87	92	92	92	92	92	91	84	84	68	63	63	63	50	50	68	63	63	50
3	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998
4	85	90	90	91	91	90	85	85	90	90	90	91	91	91	90	90	80	80	80	76	69	69	80	80	76	69
5	86	92	91	92	92	85	86	86	92	91	91	92	92	92	85	85	69	66	66	63	52	52	69	66	63	52
6	80	88	87	90	89	91	80	80	88	87	87	90	90	89	91	91	85	84	84	82	74	74	85	84	82	74
7	92	91	92	90	89	84	92	92	91	92	92	90	90	89	84	84	74	73	73	71	68	68	74	73	71	68
8	76	73	74	74	75	78	76	76	73	74	74	74	74	75	78	78	84	87	87	87	90	90	84	87	87	90
9	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998
10	90	86	89	86	84	80	90	90	86	89	89	86	86	84	80	80	64	65	65	61	60	60	64	65	61	60
11	81	84	85	87	85	89	81	81	84	85	85	87	87	85	89	89	82	85	85	80	75	75	82	85	80	75
12	67	64	65	65	66	71	67	67	64	65	65	65	65	66	71	71	79	84	84	82	90	90	79	84	82	90
13	80	88	87	90	88	88	80	80	88	87	87	90	90	88	88	88	72	73	73	67	60	60	72	73	67	60
14	75	80	80	82	82	85	75	75	80	80	80	82	82	82	85	85	88	90	90	87	86	86	88	90	87	86
15	86	90	89	90	89	82	86	86	90	89	89	90	90	89	82	82	65	61	61	59	48	48	65	61	59	48
16	89	85	87	85	84	82	89	89	85	87	87	85	85	84	82	82	68	69	69	65	63	63	68	69	65	63
17	89	90	90	89	89	83	89	89	90	90	90	89	89	89	83	83	73	70	70	70	64	64	73	70	70	64
18	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998
19	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998	19998

Imputation of columns consisting operators with median

data[str_list]=data[str_list].replace(19998,data[str_list].median())

data[str_list].head(20)

	LS	LW	LF	LAM	LM	LCM	ST	RS	RW	CF	RF	CAM	RAM	RM	CM	RCM	RWB	CDM	RDM	RB	CB	RCB	LWB	LDM	LB	LCB
0	90	94	95	95	93	86	90	90	94	95	95	95	95	93	86	86	66	63	63	61	49	49	66	63	61	49
1	94	92	93	91	91	84	94	94	92	93	93	91	91	91	84	84	68	64	64	64	56	56	68	64	64	56
2	87	92	92	92	91	84	87	87	92	92	92	92	92	91	84	84	68	63	63	63	50	50	68	63	63	50
3	62	64	63	63	64	62	62	62	64	63	63	63	63	64	62	62	61	61	61	61	62	62	61	61	61	62
4	85	90	90	91	91	90	85	85	90	90	90	91	91	91	90	90	80	80	80	76	69	69	80	80	76	69
5	86	92	91	92	92	85	86	86	92	91	91	92	92	92	85	85	69	66	66	63	52	52	69	66	63	52
6	80	88	87	90	89	91	80	80	88	87	87	90	90	89	91	91	85	84	84	82	74	74	85	84	82	74
7	92	91	92	90	89	84	92	92	91	92	92	90	90	89	84	84	74	73	73	71	68	68	74	73	71	68
8	76	73	74	74	75	78	76	76	73	74	74	74	74	75	78	78	84	87	87	87	90	90	84	87	87	90
9	62	64	63	63	64	62	62	62	64	63	63	63	63	64	62	62	61	61	61	61	62	62	61	61	61	62
10	90	86	89	86	84	80	90	90	86	89	89	86	86	84	80	80	64	65	65	61	60	60	64	65	61	60
11	81	84	85	87	85	89	81	81	84	85	85	87	87	85	89	89	82	85	85	80	75	75	82	85	80	75
12	67	64	65	65	66	71	67	67	64	65	65	65	65	66	71	71	79	84	84	82	90	90	79	84	82	90
13	80	88	87	90	88	88	80	80	88	87	87	90	90	88	88	88	72	73	73	67	60	60	72	73	67	60
14	75	80	80	82	82	85	75	75	80	80	80	82	82	82	85	85	88	90	90	87	86	86	88	90	87	86
15	86	90	89	90	89	82	86	86	90	89	89	90	90	89	82	82	65	61	61	59	48	48	65	61	59	48
16	89	85	87	85	84	82	89	89	85	87	87	85	85	84	82	82	68	69	69	65	63	63	68	69	65	63
17	89	90	90	89	89	83	89	89	90	90	90	89	89	89	83	83	73	70	70	70	64	64	73	70	70	64
18	62	64	63	63	64	62	62	62	64	63	63	63	63	64	62	62	61	61	61	61	62	62	61	61	61	62
19	62	64	63	63	64	62	62	62	64	63	63	63	63	64	62	62	61	61	61	61	62	62	61	61	61	62

data.dtypes

ID                                  int64
Name                               object
Age                                 int64
Nationality                        object
Overall                             int64
Potential                           int64
Club                               object
Value                              object
Wage                              float64
Special                             int64
PreferredFoot                      object
InternationalReputation           float64
WeakFoot                          float64
SkillMoves                        float64
WorkRate                           object
BodyType                           object
RealFace                           object
Position                           object
Joined                     datetime64[ns]
ContractValidUntil         datetime64[ns]
Height in inches                    int64
Weight                             object
LS                                  int64
ST                                  int64
RS                                  int64
LW                                  int64
LF                                  int64
CF                                  int64
RF                                  int64
RW                                  int64
LAM                                 int64
CAM                                 int64
RAM                                 int64
LM                                  int64
LCM                                 int64
CM                                  int64
RCM                                 int64
RM                                  int64
LWB                                 int64
LDM                                 int64
CDM                                 int64
RDM                                 int64
RWB                                 int64
LB                                  int64
LCB                                 int64
CB                                  int64
RCB                                 int64
RB                                  int64
Crossing                          float64
Finishing                         float64
HeadingAccuracy                   float64
ShortPassing                      float64
Volleys                           float64
Dribbling                         float64
Curve                             float64
FKAccuracy                        float64
LongPassing                       float64
BallControl                       float64
Acceleration                      float64
SprintSpeed                       float64
Agility                           float64
Reactions                         float64
Balance                           float64
ShotPower                         float64
Jumping                           float64
Stamina                           float64
Strength                          float64
LongShots                         float64
Aggression                        float64
Interceptions                     float64
Positioning                       float64
Vision                            float64
Penalties                         float64
Composure                         float64
Marking                           float64
StandingTackle                    float64
SlidingTackle                     float64
GKDiving                          float64
GKHandling                        float64
GKKicking                         float64
GKPositioning                     float64
GKReflexes                        float64
ReleaseClause                      object
Joined_Year                       float64
CVU_Year                            int64
Contract_Period                   float64
dtype: object

#data.columns

na_1=['Age', 'Overall', 'Potential',
       'Value', 'Wage', 'Special','Height in inches',
       'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM',
       'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM',
       'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing',
       'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve',
       'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',
       'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',
       'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',
       'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',
       'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',
       'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause', 'Contract_Period']

Imputation with median in all numeric columns

data[na_1].fillna(data[na_1].median(), inplace=True)

data[na_1].isnull().sum()

Age                    0
Overall                0
Potential              0
Value                  0
Wage                   0
Special                0
Height in inches       0
Weight                 0
LS                     0
ST                     0
RS                     0
LW                     0
LF                     0
CF                     0
RF                     0
RW                     0
LAM                    0
CAM                    0
RAM                    0
LM                     0
LCM                    0
CM                     0
RCM                    0
RM                     0
LWB                    0
LDM                    0
CDM                    0
RDM                    0
RWB                    0
LB                     0
LCB                    0
CB                     0
RCB                    0
RB                     0
Crossing               0
Finishing              0
HeadingAccuracy        0
ShortPassing           0
Volleys                0
Dribbling              0
Curve                  0
FKAccuracy             0
LongPassing            0
BallControl            0
Acceleration           0
SprintSpeed            0
Agility                0
Reactions              0
Balance                0
ShotPower              0
Jumping                0
Stamina                0
Strength               0
LongShots              0
Aggression             0
Interceptions          0
Positioning            0
Vision                 0
Penalties              0
Composure              0
Marking                0
StandingTackle         0
SlidingTackle          0
GKDiving               0
GKHandling             0
GKKicking              0
GKPositioning          0
GKReflexes             0
ReleaseClause       1275
Contract_Period        0
dtype: int64

data["ReleaseClause"].fillna(data["ReleaseClause"].median(), inplace=True)

data[na_1].isnull().sum()

Age                 0
Overall             0
Potential           0
Value               0
Wage                0
Special             0
Height in inches    0
Weight              0
LS                  0
ST                  0
RS                  0
LW                  0
LF                  0
CF                  0
RF                  0
RW                  0
LAM                 0
CAM                 0
RAM                 0
LM                  0
LCM                 0
CM                  0
RCM                 0
RM                  0
LWB                 0
LDM                 0
CDM                 0
RDM                 0
RWB                 0
LB                  0
LCB                 0
CB                  0
RCB                 0
RB                  0
Crossing            0
Finishing           0
HeadingAccuracy     0
ShortPassing        0
Volleys             0
Dribbling           0
Curve               0
FKAccuracy          0
LongPassing         0
BallControl         0
Acceleration        0
SprintSpeed         0
Agility             0
Reactions           0
Balance             0
ShotPower           0
Jumping             0
Stamina             0
Strength            0
LongShots           0
Aggression          0
Interceptions       0
Positioning         0
Vision              0
Penalties           0
Composure           0
Marking             0
StandingTackle      0
SlidingTackle       0
GKDiving            0
GKHandling          0
GKKicking           0
GKPositioning       0
GKReflexes          0
ReleaseClause       0
Contract_Period     0
dtype: int64

data.dtypes

ID                                  int64
Name                               object
Age                                 int64
Nationality                        object
Overall                             int64
Potential                           int64
Club                               object
Value                              object
Wage                              float64
Special                             int64
PreferredFoot                      object
InternationalReputation           float64
WeakFoot                          float64
SkillMoves                        float64
WorkRate                           object
BodyType                           object
RealFace                           object
Position                           object
Joined                     datetime64[ns]
ContractValidUntil         datetime64[ns]
Height in inches                    int64
Weight                             object
LS                                  int64
ST                                  int64
RS                                  int64
LW                                  int64
LF                                  int64
CF                                  int64
RF                                  int64
RW                                  int64
LAM                                 int64
CAM                                 int64
RAM                                 int64
LM                                  int64
LCM                                 int64
CM                                  int64
RCM                                 int64
RM                                  int64
LWB                                 int64
LDM                                 int64
CDM                                 int64
RDM                                 int64
RWB                                 int64
LB                                  int64
LCB                                 int64
CB                                  int64
RCB                                 int64
RB                                  int64
Crossing                          float64
Finishing                         float64
HeadingAccuracy                   float64
ShortPassing                      float64
Volleys                           float64
Dribbling                         float64
Curve                             float64
FKAccuracy                        float64
LongPassing                       float64
BallControl                       float64
Acceleration                      float64
SprintSpeed                       float64
Agility                           float64
Reactions                         float64
Balance                           float64
ShotPower                         float64
Jumping                           float64
Stamina                           float64
Strength                          float64
LongShots                         float64
Aggression                        float64
Interceptions                     float64
Positioning                       float64
Vision                            float64
Penalties                         float64
Composure                         float64
Marking                           float64
StandingTackle                    float64
SlidingTackle                     float64
GKDiving                          float64
GKHandling                        float64
GKKicking                         float64
GKPositioning                     float64
GKReflexes                        float64
ReleaseClause                      object
Joined_Year                       float64
CVU_Year                            int64
Contract_Period                   float64
dtype: object

Reducing level in Position

DEFENDING = ["CB","LB","LCB","LWB","RB","RCB","RWB"]
MIDFIELD = ["CAM","CDM","CM","LAM","LCM","LDM","LM","RAM","RCM","RDM","RM"]
ATTACKING = ["CF","LF","RF","RS","RW","LW","LS","ST"]
GOALKEEPER = ["GK"]

main = []

for i in data["Position"]:
    if i in DEFENDING:
        main.append("Defending")
    elif i in MIDFIELD:
        main.append("Midfield")
    elif i in ATTACKING:
        main.append("Attacking")
    elif i in GOALKEEPER:
        main.append("Goalkeeper")
    else:
        main.append(np.nan)
data["Main Position"] = main

SOME OBSERVATIONS

Data visualizations

Top 10 Talented players.

data.sort_values(by=['Potential','Overall'],ascending = False)
data_talented_players = data[data['Age'] < 28]
data_talented_players = data_talented_players[['Name','Age','Potential','Overall']]
data_talented_players.head(10)

	Name	Age	Potential	Overall
2	Neymar Jr	26	93	92
3	De Gea	27	93	91
4	K. De Bruyne	27	92	91
5	E. Hazard	27	91	91
9	J. Oblak	25	93	90
14	N. Kanté	27	90	89
15	P. Dybala	24	94	89
16	H. Kane	24	91	89
17	A. Griezmann	27	90	89
18	M. ter Stegen	26	92	89

Outliers

import seaborn as sb

sb.boxplot(data.Age);

sb.boxplot(data.Wage);

data.SkillMoves .value_counts().plot(kind='pie',autopct='%1.1f%%')
plt.show()

It looks like the majority of players falls in category 2 which is 47.1%

plt.figure(figsize = (15, 6))

ax = sns.countplot('Position',data=data,palette = 'Blues')

ax.set_xlabel(xlabel = 'Positions of Football Players',fontsize = 18)
ax.set_ylabel(ylabel = 'Count of Players',fontsize = 18)
ax.set_title(label = 'Comparison of Positions of Players',fontsize = 22)

plt.show()

plt.figure(figsize = (15, 6))

ax = sns.countplot(x = 'SkillMoves', data = data, palette = 'Blues')

ax.set_title(label = 'Count of players on Basis of their skill moves', fontsize = 22)

ax.set_xlabel(xlabel = 'Number of Skill Moves', fontsize = 18)

ax.set_ylabel(ylabel = 'Count', fontsize = 18)

plt.show()

plt.figure(figsize = (15, 6))

sns.countplot(x = 'WorkRate', data = data)

plt.title('Different work rates of the Players Participating in the FIFA 2019', fontsize = 22)

plt.xlabel('Work rates associated with the players', fontsize = 18)

plt.ylabel('count of Players', fontsize = 18)

plt.show()

x = data.Special
plt.figure(figsize = (15, 6))

ax = sns.distplot(x, bins = 58, kde = True)
ax.set_title(label = 'Histogram for the Speciality Scores of the Players', fontsize = 22)
ax.set_xlabel(xlabel = 'Special score range', fontsize = 18)
ax.set_ylabel(ylabel = 'Count of the Players',fontsize = 18)

plt.show()

x = data.Potential
plt.figure(figsize = (15, 6))


ax = sns.distplot(x, bins = 58, kde = False)
ax.set_title(label = 'Histogram of players Potential Scores', fontsize = 20)
ax.set_xlabel(xlabel = "Player\'s Potential Scores", fontsize = 16)
ax.set_ylabel(ylabel = 'Number of players', fontsize = 16)

plt.show()

x = data.Overall
plt.figure(figsize = (15, 6))


ax = sns.distplot(x, bins = 52, kde = True, color = 'r')
ax.set_title(label = 'Histogram of players Overall Scores', fontsize = 22)
ax.set_xlabel(xlabel = "Player\'s Scores", fontsize = 18)
ax.set_ylabel(ylabel = 'Number of players', fontsize = 18)

plt.show()

Players in top european teams

top_team_list = ['Real Madrid','FC Barcelona','Juventus','Paris Saint-Germain','Manchester United','Manchester City','Chelsea','Atlético Madrid'
                 ,'FC Bayern München','Tottenham Hotspur','Liverpool','Arsenal','Milan','Inter','Napoli','Lazio','Roma','Borussia Dortmund']
df_top_team_players = data[data['Club'].isin(top_team_list)]
df_top_team_players

	ID	Name	Age	Nationality	Overall	Potential	Club	Value	Wage	Special	PreferredFoot	InternationalReputation	WeakFoot	SkillMoves	WorkRate	BodyType	RealFace	Position	Joined	ContractValidUntil	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Joined_Year	CVU_Year	Contract_Period	Main Position
0	158023	L. Messi	31	Argentina	94	94	FC Barcelona	110.5	565.0	2202	Left	5.0	4.0	4.0	Medium/ Medium	Messi	Yes	RF	2004-07-01	2021-01-01	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	2004.0	2021	17.0	Attacking
1	20801	Cristiano Ronaldo	33	Portugal	94	94	Juventus	77	405.0	2228	Right	5.0	4.0	5.0	High/ Low	C. Ronaldo	Yes	ST	2018-07-10	2022-01-01	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	2018.0	2022	4.0	Attacking
2	190871	Neymar Jr	26	Brazil	92	93	Paris Saint-Germain	118.5	290.0	2143	Right	5.0	5.0	5.0	High/ Medium	Neymar	Yes	LW	2017-08-03	2022-01-01	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	2017.0	2022	5.0	Attacking
3	193080	De Gea	27	Spain	91	93	Manchester United	72	260.0	1471	Right	4.0	3.0	1.0	Medium/ Medium	Lean	Yes	GK	2011-07-01	2020-01-01	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	2011.0	2020	9.0	Goalkeeper
4	192985	K. De Bruyne	27	Belgium	91	92	Manchester City	102	355.0	2281	Right	4.0	5.0	4.0	High/ High	Normal	Yes	RCM	2015-08-30	2023-01-01	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	2015.0	2023	8.0	Midfield
5	183277	E. Hazard	27	Belgium	91	91	Chelsea	93	340.0	2142	Right	4.0	4.0	4.0	High/ Medium	Normal	Yes	LF	2012-07-01	2020-01-01	68	163	86	86	86	92	91	91	91	92	92	92	92	92	85	85	85	92	69	66	66	66	69	63	52	52	52	63	81.0	84.0	61.0	89.0	80.0	95.0	83.0	79.0	83.0	94.0	94.0	88.0	95.0	90.0	94.0	82.0	56.0	83.0	66.0	80.0	54.0	41.0	87.0	89.0	86.0	91.0	34.0	27.0	22.0	11.0	12.0	6.0	8.0	8.0	172.1	2012.0	2020	8.0	Attacking
6	177003	L. Modrić	32	Croatia	91	91	Real Madrid	67	420.0	2280	Right	4.0	4.0	4.0	High/ High	Lean	Yes	RCM	2012-08-01	2020-01-01	68	146	80	80	80	88	87	87	87	88	90	90	90	89	91	91	91	89	85	84	84	84	85	82	74	74	74	82	86.0	72.0	55.0	93.0	76.0	90.0	85.0	78.0	88.0	93.0	80.0	72.0	93.0	90.0	94.0	79.0	68.0	89.0	58.0	82.0	62.0	83.0	79.0	92.0	82.0	84.0	60.0	76.0	73.0	13.0	9.0	7.0	14.0	9.0	137.4	2012.0	2020	8.0	Midfield
7	176580	L. Suárez	31	Uruguay	91	91	FC Barcelona	80	455.0	2346	Right	5.0	4.0	3.0	High/ Medium	Normal	Yes	RS	2014-07-11	2021-01-01	72	190	92	92	92	91	92	92	92	91	90	90	90	89	84	84	84	89	74	73	73	73	74	71	68	68	68	71	77.0	93.0	77.0	82.0	88.0	87.0	86.0	84.0	64.0	90.0	86.0	75.0	82.0	92.0	83.0	86.0	69.0	90.0	83.0	85.0	87.0	41.0	92.0	84.0	85.0	85.0	62.0	45.0	38.0	27.0	25.0	31.0	33.0	37.0	164	2014.0	2021	7.0	Attacking
8	155862	Sergio Ramos	32	Spain	91	91	Real Madrid	51	380.0	2201	Right	4.0	3.0	3.0	High/ Medium	Normal	Yes	RCB	2005-08-01	2020-01-01	72	181	76	76	76	73	74	74	74	73	74	74	74	75	78	78	78	75	84	87	87	87	84	87	90	90	90	87	66.0	60.0	91.0	78.0	66.0	63.0	74.0	72.0	77.0	84.0	76.0	75.0	78.0	85.0	66.0	79.0	93.0	84.0	83.0	59.0	88.0	90.0	60.0	63.0	75.0	82.0	87.0	92.0	91.0	11.0	8.0	9.0	7.0	11.0	104.6	2005.0	2020	15.0	Defending
9	200389	J. Oblak	25	Slovenia	90	93	Atlético Madrid	68	94.0	1331	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2014-07-16	2021-01-01	74	192	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	11.0	15.0	29.0	13.0	12.0	13.0	14.0	26.0	16.0	43.0	60.0	67.0	86.0	49.0	22.0	76.0	41.0	78.0	12.0	34.0	19.0	11.0	70.0	11.0	70.0	27.0	12.0	18.0	86.0	92.0	78.0	88.0	89.0	144.5	2014.0	2021	7.0	Goalkeeper
10	188545	R. Lewandowski	29	Poland	90	90	FC Bayern München	77	205.0	2152	Right	4.0	4.0	4.0	High/ Medium	Normal	Yes	ST	2014-07-01	2021-01-01	72	176	90	90	90	86	89	89	89	86	86	86	86	84	80	80	80	84	64	65	65	65	64	61	60	60	60	61	62.0	91.0	85.0	83.0	89.0	85.0	77.0	86.0	65.0	89.0	77.0	78.0	78.0	90.0	78.0	88.0	84.0	78.0	84.0	84.0	80.0	39.0	91.0	77.0	88.0	86.0	34.0	42.0	19.0	15.0	6.0	12.0	8.0	10.0	127.1	2014.0	2021	7.0	Attacking
11	182521	T. Kroos	28	Germany	90	90	Real Madrid	76.5	355.0	2190	Right	4.0	5.0	3.0	Medium/ Medium	Normal	Yes	LCM	2014-07-17	2022-01-01	72	168	81	81	81	84	85	85	85	84	87	87	87	85	89	89	89	85	82	85	85	85	82	80	75	75	75	80	88.0	76.0	54.0	92.0	82.0	81.0	86.0	84.0	93.0	90.0	64.0	62.0	70.0	89.0	71.0	87.0	30.0	75.0	73.0	92.0	60.0	82.0	79.0	86.0	73.0	85.0	72.0	79.0	69.0	10.0	11.0	13.0	7.0	10.0	156.8	2014.0	2022	8.0	Midfield
12	182493	D. Godín	32	Uruguay	90	90	Atlético Madrid	44	125.0	1946	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	CB	2010-08-04	2019-01-01	74	172	67	67	67	64	65	65	65	64	65	65	65	66	71	71	71	66	79	84	84	84	79	82	90	90	90	82	55.0	42.0	92.0	79.0	47.0	53.0	49.0	51.0	70.0	76.0	68.0	68.0	58.0	85.0	54.0	67.0	91.0	66.0	88.0	43.0	89.0	88.0	48.0	52.0	50.0	82.0	90.0	89.0	89.0	6.0	8.0	15.0	5.0	15.0	90.2	2010.0	2019	9.0	Defending
13	168542	David Silva	32	Spain	90	90	Manchester City	60	285.0	2115	Left	4.0	2.0	4.0	High/ Medium	Normal	Yes	LCM	2010-07-14	2020-01-01	68	148	80	80	80	88	87	87	87	88	90	90	90	88	88	88	88	88	72	73	73	73	72	67	60	60	60	67	84.0	76.0	54.0	93.0	82.0	89.0	82.0	77.0	87.0	94.0	70.0	64.0	92.0	90.0	90.0	72.0	64.0	78.0	52.0	75.0	57.0	50.0	89.0	92.0	75.0	93.0	59.0	53.0	29.0	6.0	15.0	7.0	6.0	12.0	111	2010.0	2020	10.0	Midfield
14	215914	N. Kanté	27	France	89	90	Chelsea	63	225.0	2189	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	LDM	2016-07-16	2023-01-01	66	159	75	75	75	80	80	80	80	80	82	82	82	82	85	85	85	82	88	90	90	90	88	87	86	86	86	87	68.0	65.0	54.0	86.0	56.0	79.0	49.0	49.0	81.0	80.0	82.0	78.0	82.0	93.0	92.0	71.0	77.0	96.0	76.0	69.0	90.0	92.0	71.0	79.0	54.0	85.0	90.0	91.0	85.0	15.0	12.0	10.0	7.0	10.0	121.3	2016.0	2023	7.0	Midfield
15	211110	P. Dybala	24	Argentina	89	94	Juventus	89	205.0	2092	Left	3.0	3.0	4.0	High/ Medium	Normal	Yes	LF	2015-07-01	2022-01-01	70	165	86	86	86	90	89	89	89	90	90	90	90	89	82	82	82	89	65	61	61	61	65	59	48	48	48	59	82.0	84.0	68.0	87.0	88.0	92.0	88.0	88.0	75.0	92.0	87.0	83.0	91.0	86.0	85.0	82.0	75.0	80.0	65.0	88.0	48.0	32.0	84.0	87.0	86.0	84.0	23.0	20.0	20.0	5.0	4.0	4.0	5.0	8.0	153.5	2015.0	2022	7.0	Attacking
16	202126	H. Kane	24	England	89	91	Tottenham Hotspur	83.5	205.0	2165	Right	3.0	4.0	3.0	High/ High	Normal	Yes	ST	2010-07-01	2024-01-01	74	196	89	89	89	85	87	87	87	85	85	85	85	84	82	82	82	84	68	69	69	69	68	65	63	63	63	65	75.0	94.0	85.0	80.0	84.0	80.0	78.0	68.0	82.0	84.0	68.0	72.0	71.0	91.0	71.0	88.0	78.0	89.0	84.0	85.0	76.0	35.0	93.0	80.0	90.0	89.0	56.0	36.0	38.0	8.0	10.0	11.0	14.0	11.0	160.7	2010.0	2024	14.0	Attacking
17	194765	A. Griezmann	27	France	89	90	Atlético Madrid	78	145.0	2246	Left	4.0	3.0	4.0	High/ High	Lean	Yes	CAM	2014-07-28	2023-01-01	69	161	89	89	89	90	90	90	90	90	89	89	89	89	83	83	83	89	73	70	70	70	73	70	64	64	64	70	82.0	90.0	84.0	83.0	87.0	88.0	84.0	78.0	76.0	90.0	88.0	85.0	90.0	90.0	80.0	80.0	90.0	83.0	62.0	82.0	69.0	35.0	91.0	83.0	79.0	87.0	59.0	47.0	48.0	14.0	8.0	14.0	13.0	14.0	165.8	2014.0	2023	9.0	Midfield
18	192448	M. ter Stegen	26	Germany	89	92	FC Barcelona	58	240.0	1328	Right	3.0	4.0	1.0	Medium/ Medium	Normal	Yes	GK	2014-07-01	2022-01-01	74	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	14.0	11.0	36.0	14.0	17.0	18.0	12.0	42.0	18.0	38.0	50.0	37.0	85.0	43.0	22.0	79.0	35.0	79.0	10.0	43.0	22.0	11.0	69.0	25.0	69.0	25.0	13.0	10.0	87.0	85.0	88.0	85.0	90.0	123.3	2014.0	2022	8.0	Goalkeeper
19	192119	T. Courtois	26	Belgium	89	90	Real Madrid	53.5	240.0	1311	Left	4.0	2.0	1.0	Medium/ Medium	Courtois	Yes	GK	2018-08-09	2024-01-01	78	212	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	14.0	13.0	33.0	12.0	13.0	19.0	20.0	35.0	23.0	46.0	52.0	61.0	84.0	45.0	36.0	68.0	38.0	70.0	17.0	23.0	15.0	13.0	44.0	27.0	66.0	20.0	18.0	16.0	85.0	91.0	72.0	86.0	88.0	113.7	2018.0	2024	6.0	Goalkeeper
20	189511	Sergio Busquets	29	Spain	89	89	FC Barcelona	51.5	315.0	2065	Right	4.0	3.0	3.0	Medium/ Medium	Lean	Yes	CDM	2008-09-01	2023-01-01	74	168	74	74	74	77	79	79	79	77	82	82	82	79	86	86	86	79	82	89	89	89	82	81	85	85	85	81	62.0	67.0	68.0	89.0	44.0	80.0	66.0	68.0	82.0	88.0	50.0	52.0	66.0	87.0	52.0	61.0	66.0	86.0	77.0	54.0	85.0	87.0	77.0	87.0	60.0	90.0	90.0	86.0	80.0	5.0	8.0	13.0	9.0	13.0	105.6	2008.0	2023	15.0	Midfield
21	179813	E. Cavani	31	Uruguay	89	89	Paris Saint-Germain	60	200.0	2161	Right	4.0	4.0	3.0	High/ High	Lean	Yes	LS	2013-07-16	2020-01-01	73	170	88	88	88	84	86	86	86	84	83	83	83	82	78	78	78	82	70	68	68	68	70	68	66	66	66	68	70.0	89.0	89.0	78.0	90.0	80.0	77.0	76.0	52.0	82.0	75.0	76.0	77.0	91.0	59.0	87.0	88.0	92.0	78.0	79.0	84.0	48.0	93.0	77.0	85.0	82.0	52.0	45.0	39.0	12.0	5.0	13.0	13.0	10.0	111	2013.0	2020	7.0	Attacking
22	167495	M. Neuer	32	Germany	89	89	FC Bayern München	38	130.0	1473	Right	5.0	4.0	1.0	Medium/ Medium	Normal	Yes	GK	2011-07-01	2021-01-01	76	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	13.0	25.0	55.0	11.0	30.0	14.0	11.0	59.0	48.0	54.0	60.0	51.0	84.0	35.0	25.0	77.0	43.0	80.0	16.0	29.0	30.0	12.0	70.0	47.0	70.0	17.0	10.0	11.0	90.0	86.0	91.0	87.0	87.0	62.7	2011.0	2021	10.0	Goalkeeper
23	153079	S. Agüero	30	Argentina	89	89	Manchester City	64.5	300.0	2107	Right	4.0	4.0	4.0	High/ Medium	Stocky	Yes	ST	2011-07-28	2021-01-01	68	154	89	89	89	89	90	90	90	89	88	88	88	86	79	79	79	86	61	59	59	59	61	56	50	50	50	56	70.0	93.0	77.0	81.0	85.0	89.0	82.0	73.0	64.0	89.0	88.0	80.0	86.0	90.0	91.0	88.0	81.0	76.0	73.0	83.0	65.0	24.0	92.0	83.0	83.0	90.0	30.0	20.0	12.0	13.0	15.0	6.0	11.0	14.0	119.3	2011.0	2021	10.0	Attacking
24	138956	G. Chiellini	33	Italy	89	89	Juventus	27	215.0	1841	Left	4.0	3.0	2.0	Medium/ High	Normal	Yes	LCB	2005-07-01	2020-01-01	74	187	61	61	61	57	58	58	58	57	57	57	57	59	63	63	63	59	77	79	79	79	77	80	89	89	89	80	58.0	33.0	83.0	59.0	45.0	58.0	60.0	31.0	59.0	57.0	63.0	75.0	54.0	82.0	55.0	78.0	89.0	65.0	89.0	49.0	92.0	88.0	28.0	50.0	50.0	84.0	93.0	93.0	90.0	3.0	3.0	2.0	4.0	3.0	44.6	2005.0	2020	15.0	Defending
25	231747	K. Mbappé	19	France	88	95	Paris Saint-Germain	81	100.0	2118	Right	3.0	4.0	5.0	High/ Medium	Lean	Yes	RM	2018-07-01	2022-01-01	70	161	88	88	88	90	90	90	90	90	89	89	89	89	81	81	81	89	69	65	65	65	69	65	57	57	57	65	77.0	88.0	77.0	82.0	78.0	90.0	77.0	63.0	73.0	91.0	96.0	96.0	92.0	87.0	83.0	79.0	75.0	83.0	71.0	78.0	62.0	38.0	88.0	82.0	70.0	86.0	34.0	34.0	32.0	13.0	5.0	7.0	11.0	6.0	166.1	2018.0	2022	4.0	Midfield
26	209331	M. Salah	26	Egypt	88	89	Liverpool	69.5	255.0	2146	Left	3.0	3.0	4.0	High/ Medium	PLAYER_BODY_TYPE_25	Yes	RM	2017-07-01	2023-01-01	69	157	86	86	86	90	89	89	89	90	89	89	89	89	83	83	83	89	73	69	69	69	73	69	60	60	60	69	78.0	90.0	59.0	82.0	73.0	89.0	83.0	60.0	72.0	88.0	94.0	91.0	91.0	91.0	88.0	77.0	68.0	84.0	70.0	83.0	63.0	55.0	90.0	82.0	61.0	91.0	38.0	43.0	41.0	14.0	14.0	9.0	11.0	14.0	137.3	2017.0	2023	6.0	Midfield
27	200145	Casemiro	26	Brazil	88	90	Real Madrid	59.5	285.0	2170	Right	3.0	3.0	2.0	Medium/ High	Normal	Yes	CDM	2013-07-11	2021-01-01	73	185	75	75	75	72	76	76	76	72	77	77	77	74	83	83	83	74	81	88	88	88	81	82	88	88	88	82	52.0	59.0	76.0	85.0	53.0	69.0	59.0	74.0	82.0	78.0	59.0	65.0	62.0	84.0	66.0	86.0	88.0	87.0	89.0	79.0	87.0	87.0	69.0	77.0	66.0	84.0	88.0	90.0	87.0	13.0	14.0	16.0	12.0	12.0	126.4	2013.0	2021	8.0	Midfield
28	198710	J. Rodríguez	26	Colombia	88	89	FC Bayern München	69.5	315.0	2171	Left	4.0	3.0	4.0	Medium/ Medium	Normal	Yes	LAM	NaT	2019-06-30	71	172	83	83	83	87	86	86	86	87	88	88	88	86	84	84	84	86	72	71	71	71	72	68	61	61	61	68	90.0	83.0	62.0	89.0	90.0	85.0	89.0	86.0	83.0	90.0	73.0	67.0	83.0	85.0	76.0	86.0	54.0	70.0	68.0	92.0	64.0	55.0	80.0	89.0	81.0	87.0	52.0	41.0	44.0	15.0	15.0	15.0	5.0	14.0	19.8	2017.0	2019	2.0	Midfield
29	198219	L. Insigne	27	Italy	88	88	Napoli	62	165.0	2017	Right	3.0	3.0	4.0	High/ Medium	Normal	Yes	LW	2010-07-01	2022-01-01	64	130	81	81	81	89	88	88	88	89	89	89	89	89	81	81	81	89	66	61	61	61	66	61	47	47	47	61	86.0	77.0	56.0	85.0	74.0	90.0	87.0	77.0	78.0	93.0	94.0	86.0	94.0	83.0	93.0	75.0	53.0	75.0	44.0	84.0	34.0	26.0	83.0	87.0	61.0	83.0	51.0	24.0	22.0	8.0	4.0	14.0	9.0	10.0	105.4	2010.0	2022	12.0	Attacking
30	197781	Isco	26	Spain	88	91	Real Madrid	73.5	315.0	2137	Right	3.0	3.0	4.0	High/ Medium	Normal	Yes	LW	2013-07-03	2022-01-01	69	174	79	79	79	87	86	86	86	87	89	89	89	86	86	86	86	86	75	76	76	76	75	71	66	66	66	71	75.0	79.0	55.0	89.0	65.0	94.0	88.0	76.0	83.0	95.0	75.0	69.0	87.0	77.0	90.0	69.0	64.0	70.0	59.0	87.0	58.0	64.0	78.0	89.0	76.0	86.0	60.0	64.0	51.0	10.0	8.0	12.0	15.0	6.0	156.2	2013.0	2022	9.0	Attacking
31	190460	C. Eriksen	26	Denmark	88	91	Tottenham Hotspur	73.5	205.0	2117	Right	3.0	5.0	4.0	High/ Medium	Lean	Yes	CAM	2013-08-30	2020-01-01	71	168	82	82	82	87	87	87	87	87	89	89	89	88	88	88	88	88	74	74	74	74	74	69	60	60	60	69	88.0	80.0	52.0	91.0	77.0	84.0	86.0	87.0	88.0	91.0	75.0	73.0	79.0	88.0	81.0	84.0	50.0	92.0	58.0	89.0	46.0	56.0	83.0	91.0	67.0	88.0	59.0	57.0	22.0	9.0	14.0	7.0	7.0	6.0	141.5	2013.0	2020	7.0	Midfield
32	189242	Coutinho	26	Brazil	88	89	FC Barcelona	69.5	340.0	2175	Right	3.0	4.0	5.0	High/ High	Normal	Yes	LW	2018-01-06	2023-01-01	68	150	82	82	82	89	88	88	88	89	90	90	90	88	86	86	86	88	74	73	73	73	74	70	61	61	61	70	79.0	79.0	48.0	88.0	75.0	91.0	91.0	86.0	83.0	92.0	89.0	75.0	92.0	83.0	93.0	83.0	59.0	79.0	61.0	93.0	59.0	49.0	84.0	90.0	70.0	85.0	55.0	54.0	47.0	12.0	7.0	9.0	14.0	6.0	147.7	2018.0	2023	5.0	Attacking
33	188567	P. Aubameyang	29	Gabon	88	88	Arsenal	59	265.0	2069	Right	3.0	4.0	4.0	Medium/ Low	Lean	Yes	LM	2018-01-31	2021-01-01	74	176	87	87	87	86	86	86	86	86	84	84	84	84	76	76	76	84	67	61	61	61	67	64	55	55	55	64	77.0	88.0	79.0	77.0	86.0	79.0	80.0	74.0	64.0	82.0	93.0	95.0	76.0	87.0	70.0	82.0	79.0	76.0	76.0	79.0	43.0	48.0	90.0	77.0	76.0	86.0	27.0	25.0	36.0	6.0	9.0	15.0	9.0	9.0	112.1	2018.0	2021	3.0	Midfield
34	178603	M. Hummels	29	Germany	88	88	FC Bayern München	46	160.0	2038	Right	4.0	3.0	3.0	High/ Medium	Normal	Yes	LCB	2016-07-01	2021-01-01	75	203	72	72	72	71	72	72	72	71	74	74	74	73	80	80	80	73	81	86	86	86	81	83	88	88	88	83	64.0	55.0	87.0	81.0	60.0	68.0	65.0	53.0	85.0	81.0	53.0	64.0	63.0	87.0	60.0	71.0	68.0	66.0	84.0	51.0	69.0	92.0	56.0	79.0	68.0	91.0	88.0	90.0	88.0	15.0	6.0	10.0	5.0	6.0	75.9	2016.0	2021	5.0	Defending
35	176676	Marcelo	30	Brazil	88	88	Real Madrid	43	285.0	2279	Left	4.0	4.0	5.0	High/ Low	Normal	Yes	LB	2007-01-01	2022-01-01	69	176	83	83	83	87	86	86	86	87	87	87	87	88	87	87	87	88	88	86	86	86	88	87	84	84	84	87	90.0	70.0	75.0	84.0	54.0	90.0	85.0	67.0	76.0	92.0	83.0	82.0	86.0	88.0	86.0	83.0	76.0	91.0	78.0	70.0	84.0	85.0	85.0	82.0	59.0	86.0	71.0	85.0	86.0	12.0	5.0	5.0	5.0	9.0	88.2	2007.0	2022	15.0	Defending
36	173731	G. Bale	28	Wales	88	88	Real Madrid	60	355.0	2279	Left	4.0	3.0	4.0	High/ Medium	Lean	Yes	ST	2013-09-02	2022-01-01	73	181	89	89	89	89	89	89	89	89	88	88	88	88	83	83	83	88	76	73	73	73	76	74	70	70	70	74	87.0	86.0	84.0	85.0	85.0	87.0	90.0	87.0	80.0	85.0	94.0	95.0	82.0	85.0	65.0	92.0	87.0	75.0	80.0	91.0	65.0	59.0	85.0	79.0	76.0	86.0	54.0	55.0	52.0	15.0	15.0	11.0	5.0	6.0	123	2013.0	2022	9.0	Attacking
37	167948	H. Lloris	31	France	88	88	Tottenham Hotspur	36	150.0	1335	Left	4.0	1.0	1.0	Medium/ Medium	Lean	Yes	GK	2012-08-01	2022-01-01	74	181	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	10.0	10.0	50.0	11.0	10.0	11.0	10.0	50.0	34.0	65.0	62.0	55.0	85.0	54.0	23.0	74.0	41.0	43.0	14.0	31.0	27.0	10.0	30.0	40.0	65.0	29.0	10.0	18.0	88.0	84.0	68.0	83.0	92.0	66.6	2012.0	2022	10.0	Goalkeeper
38	167664	G. Higuaín	30	Argentina	88	88	Milan	57	245.0	1965	Right	4.0	4.0	3.0	High/ Medium	Normal	Yes	LS	NaT	2019-06-30	73	196	88	88	88	84	86	86	86	84	83	83	83	81	74	74	74	81	58	56	56	56	58	54	51	51	51	54	68.0	92.0	80.0	75.0	90.0	84.0	74.0	62.0	59.0	85.0	73.0	73.0	75.0	86.0	69.0	86.0	79.0	70.0	85.0	80.0	50.0	20.0	92.0	74.0	70.0	86.0	35.0	22.0	18.0	5.0	12.0	7.0	5.0	10.0	19.8	2017.0	2019	2.0	Attacking
39	164240	Thiago Silva	33	Brazil	88	88	Paris Saint-Germain	24	165.0	2077	Right	4.0	3.0	2.0	Medium/ High	Normal	Yes	RCB	2012-07-01	2020-01-01	72	181	69	69	69	69	70	70	70	69	73	73	73	72	78	78	78	72	81	85	85	85	81	83	87	87	87	83	60.0	38.0	81.0	80.0	63.0	62.0	61.0	64.0	80.0	80.0	70.0	72.0	68.0	82.0	68.0	71.0	90.0	74.0	82.0	68.0	76.0	89.0	59.0	72.0	60.0	81.0	88.0	89.0	85.0	9.0	12.0	5.0	9.0	10.0	44.4	2012.0	2020	8.0	Defending
40	162835	S. Handanovič	33	Slovenia	88	88	Inter	30	110.0	1262	Right	3.0	2.0	1.0	Medium/ Medium	Normal	Yes	GK	2012-07-01	2021-01-01	76	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	10.0	10.0	36.0	12.0	12.0	12.0	14.0	34.0	16.0	51.0	55.0	47.0	83.0	36.0	22.0	78.0	41.0	71.0	19.0	25.0	22.0	12.0	41.0	23.0	69.0	25.0	10.0	13.0	87.0	86.0	69.0	89.0	89.0	51	2012.0	2021	9.0	Goalkeeper
41	1179	G. Buffon	40	Italy	88	88	Paris Saint-Germain	4	77.0	1334	Right	4.0	2.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-06	2019-01-01	76	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	15.0	13.0	37.0	17.0	26.0	20.0	13.0	35.0	28.0	49.0	43.0	55.0	79.0	49.0	39.0	75.0	39.0	69.0	13.0	38.0	28.0	12.0	50.0	22.0	70.0	13.0	11.0	11.0	88.0	87.0	74.0	90.0	83.0	7.4	2018.0	2019	1.0	Goalkeeper
42	205600	S. Umtiti	24	France	87	92	FC Barcelona	57	205.0	2147	Left	3.0	3.0	2.0	Medium/ High	Normal	Yes	CB	2016-07-12	2023-01-01	72	165	73	73	73	72	72	72	72	72	72	72	72	73	76	76	76	73	83	84	84	84	83	84	87	87	87	84	69.0	51.0	79.0	81.0	70.0	69.0	72.0	62.0	73.0	77.0	71.0	73.0	68.0	82.0	66.0	83.0	89.0	78.0	84.0	74.0	81.0	87.0	58.0	58.0	61.0	82.0	90.0	89.0	86.0	15.0	10.0	14.0	12.0	15.0	121.1	2016.0	2023	7.0	Defending
43	201399	M. Icardi	25	Argentina	87	90	Inter	64.5	130.0	1940	Right	3.0	4.0	3.0	Medium/ Low	Normal	Yes	ST	2013-07-09	2021-01-01	71	165	87	87	87	79	84	84	84	79	79	79	79	77	71	71	71	77	57	56	56	56	57	55	54	54	54	55	46.0	91.0	91.0	73.0	85.0	77.0	58.0	45.0	54.0	81.0	77.0	78.0	76.0	88.0	76.0	84.0	94.0	72.0	76.0	70.0	56.0	22.0	92.0	64.0	82.0	85.0	45.0	24.0	20.0	13.0	9.0	5.0	7.0	9.0	114.5	2013.0	2021	8.0	Attacking
44	201024	K. Koulibaly	27	Senegal	87	90	Napoli	51	115.0	1660	Right	3.0	3.0	2.0	High/ High	Normal	Yes	LCB	2014-07-01	2021-01-01	74	196	55	55	55	54	55	55	55	54	55	55	55	58	61	61	61	58	74	78	78	78	74	78	87	87	87	78	30.0	19.0	81.0	66.0	14.0	66.0	28.0	28.0	56.0	60.0	68.0	75.0	50.0	80.0	40.0	55.0	81.0	71.0	94.0	15.0	87.0	88.0	24.0	43.0	33.0	78.0	91.0	88.0	86.0	7.0	11.0	7.0	13.0	5.0	90.5	2014.0	2021	7.0	Defending
45	195864	P. Pogba	25	France	87	91	Manchester United	64	210.0	2247	Right	4.0	4.0	5.0	High/ Low	Normal	Yes	RDM	2016-08-09	2021-01-01	76	185	84	84	84	85	85	85	85	85	86	86	86	86	87	87	87	86	80	81	81	81	80	78	77	77	77	78	80.0	73.0	73.0	86.0	85.0	87.0	84.0	82.0	90.0	90.0	71.0	79.0	74.0	81.0	64.0	90.0	83.0	88.0	89.0	81.0	78.0	66.0	81.0	87.0	81.0	87.0	66.0	70.0	68.0	5.0	6.0	2.0	4.0	3.0	123.2	2016.0	2021	5.0	Midfield
46	193041	K. Navas	31	Costa Rica	87	87	Real Madrid	30.5	195.0	1345	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2014-08-03	2020-01-01	73	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	15.0	11.0	30.0	11.0	16.0	11.0	15.0	37.0	19.0	54.0	53.0	60.0	84.0	61.0	21.0	74.0	39.0	75.0	13.0	32.0	20.0	16.0	68.0	25.0	67.0	28.0	14.0	14.0	90.0	81.0	75.0	82.0	90.0	62.5	2014.0	2020	6.0	Goalkeeper
47	192505	R. Lukaku	25	Belgium	87	89	Manchester United	62.5	230.0	2031	Left	3.0	3.0	3.0	Medium/ Medium	Stocky	Yes	ST	2017-07-10	2022-01-01	75	207	87	87	87	82	84	84	84	82	81	81	81	82	75	75	75	82	63	61	61	61	63	60	57	57	57	60	78.0	87.0	86.0	77.0	79.0	80.0	74.0	66.0	73.0	72.0	77.0	90.0	60.0	86.0	46.0	88.0	71.0	84.0	94.0	74.0	75.0	27.0	89.0	76.0	78.0	83.0	30.0	30.0	30.0	8.0	15.0	14.0	7.0	10.0	120.3	2017.0	2022	5.0	Attacking
48	192387	C. Immobile	28	Italy	87	87	Lazio	52	115.0	2009	Right	3.0	4.0	3.0	High/ Medium	Normal	Yes	ST	2016-07-27	2023-01-01	73	187	87	87	87	82	85	85	85	82	81	81	81	80	73	73	73	80	63	61	61	61	63	61	58	58	58	61	55.0	90.0	81.0	74.0	87.0	83.0	70.0	51.0	49.0	83.0	78.0	85.0	77.0	87.0	63.0	86.0	77.0	80.0	76.0	80.0	77.0	40.0	91.0	65.0	78.0	81.0	34.0	33.0	32.0	6.0	8.0	15.0	12.0	6.0	88.4	2016.0	2023	7.0	Attacking
49	189332	Jordi Alba	29	Spain	87	87	FC Barcelona	38	250.0	2230	Left	3.0	3.0	3.0	High/ Medium	Normal	Yes	LB	2012-07-01	2020-01-01	67	150	79	79	79	84	82	82	82	84	82	82	82	85	82	82	82	85	87	83	83	83	87	87	81	81	81	87	87.0	73.0	70.0	84.0	60.0	80.0	80.0	63.0	74.0	84.0	93.0	93.0	90.0	83.0	85.0	64.0	81.0	91.0	61.0	66.0	75.0	84.0	79.0	70.0	59.0	79.0	72.0	84.0	85.0	13.0	15.0	13.0	6.0	13.0	77.9	2012.0	2020	8.0	Defending
50	175943	D. Mertens	31	Belgium	87	87	Napoli	45	135.0	2043	Right	3.0	4.0	4.0	High/ Low	Normal	Yes	RF	2013-07-01	2020-01-01	67	134	81	81	81	89	88	88	88	89	89	89	89	88	81	81	81	88	68	63	63	63	68	63	49	49	49	63	77.0	86.0	35.0	82.0	70.0	91.0	82.0	79.0	74.0	89.0	93.0	85.0	94.0	88.0	92.0	80.0	60.0	75.0	42.0	81.0	59.0	36.0	87.0	83.0	79.0	81.0	25.0	40.0	40.0	7.0	10.0	8.0	10.0	4.0	76.5	2013.0	2020	7.0	Attacking
51	172871	J. Vertonghen	31	Belgium	87	87	Tottenham Hotspur	34	155.0	2079	Left	3.0	3.0	3.0	High/ High	Normal	Yes	LCB	2012-07-01	2019-01-01	74	190	72	72	72	71	72	72	72	71	73	73	73	73	77	77	77	73	82	84	84	84	82	83	87	87	87	83	68.0	56.0	80.0	79.0	52.0	71.0	58.0	73.0	74.0	76.0	61.0	65.0	61.0	84.0	60.0	80.0	85.0	75.0	79.0	66.0	84.0	89.0	60.0	68.0	66.0	83.0	90.0	87.0	88.0	6.0	10.0	9.0	12.0	7.0	62.9	2012.0	2019	7.0	Defending
52	171877	M. Hamšík	30	Slovakia	87	87	Napoli	46.5	125.0	2188	Right	3.0	5.0	3.0	High/ Medium	Normal	Yes	LCM	2007-07-01	2020-01-01	72	174	84	84	84	85	86	86	86	85	87	87	87	85	87	87	87	85	80	81	81	81	80	78	75	75	75	78	78.0	79.0	74.0	88.0	79.0	86.0	80.0	72.0	83.0	87.0	69.0	68.0	76.0	88.0	66.0	82.0	71.0	84.0	67.0	83.0	56.0	72.0	88.0	86.0	70.0	84.0	75.0	73.0	62.0	8.0	6.0	4.0	14.0	14.0	79.1	2007.0	2020	13.0	Midfield
53	168651	I. Rakitić	30	Croatia	87	87	FC Barcelona	46.5	260.0	2184	Right	4.0	3.0	3.0	High/ High	Normal	Yes	RCM	2014-07-01	2021-01-01	72	172	80	80	80	83	84	84	84	83	85	85	85	84	87	87	87	84	80	82	82	82	80	78	73	73	73	78	84.0	83.0	58.0	87.0	80.0	84.0	88.0	84.0	90.0	87.0	66.0	59.0	72.0	77.0	66.0	84.0	39.0	84.0	66.0	90.0	67.0	75.0	79.0	86.0	82.0	81.0	72.0	74.0	70.0	14.0	11.0	12.0	5.0	9.0	95.3	2014.0	2021	7.0	Midfield
54	152729	Piqué	31	Spain	87	87	FC Barcelona	34	240.0	1950	Right	4.0	3.0	2.0	High/ Medium	Normal	Yes	RCB	2008-07-01	2022-01-01	76	187	71	71	71	67	69	69	69	67	70	70	70	69	76	76	76	69	78	84	84	84	78	80	86	86	86	80	57.0	64.0	83.0	81.0	57.0	59.0	58.0	43.0	80.0	78.0	49.0	60.0	58.0	84.0	36.0	62.0	74.0	65.0	83.0	51.0	72.0	88.0	58.0	62.0	69.0	86.0	91.0	86.0	84.0	10.0	11.0	14.0	15.0	8.0	69.7	2008.0	2022	14.0	Defending
55	222492	L. Sané	22	Germany	86	92	Manchester City	61	195.0	2090	Left	2.0	3.0	4.0	High/ Medium	Lean	Yes	LW	2016-08-02	2021-01-01	72	165	84	84	84	86	86	86	86	86	84	84	84	85	76	76	76	85	67	61	61	61	67	63	54	54	54	63	83.0	81.0	72.0	79.0	85.0	88.0	82.0	68.0	64.0	85.0	93.0	96.0	88.0	81.0	81.0	86.0	64.0	79.0	70.0	78.0	61.0	34.0	84.0	82.0	71.0	78.0	36.0	32.0	35.0	8.0	12.0	9.0	9.0	14.0	125.1	2016.0	2021	5.0	Attacking
56	218667	Bernardo Silva	23	Portugal	86	91	Manchester City	59.5	180.0	2039	Left	2.0	3.0	4.0	High/ Medium	Lean	Yes	RW	2017-07-01	2022-01-01	68	141	77	77	77	86	84	84	84	86	86	86	86	86	82	82	82	86	70	67	67	67	70	65	55	55	55	65	85.0	75.0	51.0	85.0	69.0	92.0	83.0	67.0	79.0	91.0	84.0	74.0	90.0	82.0	88.0	70.0	50.0	78.0	48.0	72.0	58.0	49.0	83.0	86.0	68.0	85.0	49.0	44.0	35.0	9.0	10.0	14.0	12.0	9.0	114.5	2017.0	2022	5.0	Attacking
57	210257	Ederson	24	Brazil	86	90	Manchester City	41.5	125.0	1463	Left	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2017-07-01	2025-01-01	74	190	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	20.0	14.0	14.0	56.0	18.0	23.0	15.0	20.0	58.0	37.0	64.0	63.0	60.0	86.0	48.0	42.0	58.0	41.0	68.0	18.0	35.0	25.0	20.0	67.0	17.0	70.0	28.0	15.0	8.0	85.0	80.0	91.0	82.0	87.0	79.9	2017.0	2025	8.0	Goalkeeper
58	208722	S. Mané	26	Senegal	86	87	Liverpool	52	195.0	2110	Right	3.0	4.0	4.0	High/ Medium	Lean	Yes	LM	2016-07-01	2023-01-01	69	152	84	84	84	87	87	87	87	87	86	86	86	86	80	80	80	86	69	66	66	66	69	65	58	58	58	65	73.0	84.0	62.0	79.0	71.0	87.0	74.0	64.0	71.0	86.0	95.0	93.0	91.0	86.0	86.0	82.0	75.0	84.0	67.0	74.0	73.0	35.0	87.0	82.0	71.0	80.0	42.0	42.0	38.0	10.0	10.0	15.0	7.0	14.0	102.7	2016.0	2023	7.0	Midfield
59	203376	V. van Dijk	26	Netherlands	86	88	Liverpool	44.5	165.0	2046	Right	3.0	3.0	2.0	Medium/ Medium	Normal	Yes	LCB	2018-01-01	2023-01-01	76	203	71	71	71	68	69	69	69	68	70	70	70	70	74	74	74	70	79	83	83	83	79	81	88	88	88	81	53.0	52.0	82.0	76.0	45.0	70.0	60.0	70.0	78.0	73.0	74.0	77.0	61.0	85.0	49.0	81.0	85.0	71.0	92.0	64.0	81.0	86.0	41.0	59.0	62.0	83.0	88.0	89.0	84.0	13.0	10.0	13.0	11.0	11.0	87.9	2018.0	2023	5.0	Defending
60	202652	R. Sterling	23	England	86	89	Manchester City	56.5	195.0	2036	Right	3.0	3.0	4.0	High/ Medium	Lean	Yes	RW	2015-07-14	2023-01-01	67	152	79	79	79	87	86	86	86	87	86	86	86	87	80	80	80	87	72	66	66	66	72	69	55	55	55	69	77.0	77.0	38.0	84.0	67.0	88.0	70.0	63.0	69.0	87.0	95.0	92.0	93.0	87.0	93.0	73.0	57.0	78.0	52.0	73.0	38.0	30.0	87.0	77.0	69.0	77.0	47.0	58.0	54.0	15.0	12.0	12.0	15.0	9.0	108.8	2015.0	2023	8.0	Attacking
61	201942	Roberto Firmino	26	Brazil	86	87	Liverpool	53	195.0	2187	Right	3.0	4.0	4.0	High/ High	Lean	Yes	CAM	2015-07-06	2023-01-01	71	168	86	86	86	86	87	87	87	86	87	87	87	86	85	85	85	86	75	76	76	76	75	72	70	70	70	72	72.0	87.0	77.0	86.0	81.0	87.0	80.0	65.0	75.0	88.0	78.0	77.0	80.0	86.0	81.0	81.0	81.0	90.0	74.0	76.0	73.0	58.0	87.0	85.0	72.0	87.0	60.0	64.0	42.0	8.0	11.0	9.0	6.0	10.0	104.7	2015.0	2023	8.0	Midfield
62	201535	R. Varane	25	France	86	91	Real Madrid	50	210.0	1895	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	RCB	2011-07-01	2022-01-01	75	179	65	65	65	64	66	66	66	64	67	67	67	67	72	72	72	67	78	82	82	82	78	81	86	86	86	81	36.0	40.0	83.0	75.0	42.0	57.0	46.0	54.0	76.0	77.0	83.0	85.0	63.0	83.0	40.0	52.0	79.0	73.0	84.0	53.0	77.0	82.0	44.0	56.0	43.0	82.0	87.0	88.0	87.0	11.0	11.0	9.0	5.0	14.0	106.3	2011.0	2022	11.0	Defending
63	199556	M. Verratti	25	Italy	86	89	Paris Saint-Germain	55	135.0	2149	Right	3.0	4.0	4.0	Medium/ High	Normal	Yes	LCM	2012-07-18	2021-01-01	65	132	72	72	72	81	80	80	80	81	84	84	84	83	87	87	87	83	83	86	86	86	83	81	79	79	79	81	72.0	60.0	55.0	90.0	64.0	90.0	73.0	64.0	89.0	88.0	69.0	62.0	87.0	85.0	94.0	56.0	64.0	77.0	52.0	58.0	89.0	84.0	71.0	87.0	64.0	93.0	78.0	83.0	80.0	12.0	12.0	15.0	15.0	10.0	105.9	2012.0	2021	9.0	Midfield
64	191043	Alex Sandro	27	Brazil	86	86	Juventus	36.5	160.0	2198	Left	3.0	3.0	3.0	High/ High	Normal	Yes	LB	2015-08-21	2020-01-01	71	176	77	77	77	80	78	78	78	80	79	79	79	81	80	80	80	81	86	84	84	84	86	86	84	84	84	86	84.0	55.0	76.0	81.0	68.0	80.0	78.0	59.0	71.0	81.0	83.0	86.0	79.0	84.0	78.0	80.0	79.0	92.0	79.0	72.0	82.0	82.0	70.0	70.0	60.0	82.0	81.0	84.0	84.0	7.0	7.0	9.0	12.0	5.0	60.2	2015.0	2020	5.0	Defending
65	190483	Douglas Costa	27	Brazil	86	86	Juventus	46.5	175.0	2111	Left	3.0	3.0	5.0	High/ Medium	Normal	Yes	LM	2018-07-01	2022-01-01	68	154	80	80	80	88	86	86	86	88	87	87	87	87	81	81	81	87	72	66	66	66	72	67	56	56	56	67	84.0	67.0	50.0	84.0	76.0	92.0	84.0	78.0	68.0	91.0	97.0	93.0	93.0	84.0	91.0	86.0	61.0	78.0	63.0	80.0	55.0	48.0	76.0	84.0	77.0	84.0	45.0	38.0	34.0	13.0	15.0	9.0	12.0	5.0	76.7	2018.0	2022	4.0	Midfield
66	189596	T. Müller	28	Germany	86	86	FC Bayern München	45	135.0	2097	Right	4.0	4.0	3.0	High/ High	Lean	Yes	CAM	2008-08-10	2021-01-01	73	165	85	85	85	84	85	85	85	84	85	85	85	84	82	82	82	84	71	69	69	69	71	69	62	62	62	69	79.0	87.0	82.0	83.0	84.0	75.0	81.0	59.0	72.0	82.0	73.0	75.0	75.0	91.0	72.0	78.0	81.0	87.0	68.0	80.0	57.0	58.0	92.0	85.0	60.0	83.0	44.0	41.0	44.0	6.0	7.0	11.0	14.0	14.0	74.3	2008.0	2021	13.0	Midfield
67	189509	Thiago	27	Spain	86	86	FC Bayern München	45.5	130.0	2190	Right	3.0	3.0	5.0	Medium/ Medium	Normal	Yes	CM	2013-07-14	2021-01-01	69	154	78	78	78	85	84	84	84	85	87	87	87	85	87	87	87	85	79	80	80	80	79	76	70	70	70	76	72.0	69.0	54.0	90.0	90.0	90.0	85.0	77.0	87.0	90.0	78.0	69.0	90.0	84.0	86.0	75.0	75.0	75.0	59.0	79.0	57.0	78.0	79.0	86.0	75.0	85.0	67.0	63.0	65.0	6.0	11.0	7.0	9.0	13.0	75.1	2013.0	2021	8.0	Midfield
68	188350	M. Reus	29	Germany	86	86	Borussia Dortmund	43.5	100.0	2172	Right	4.0	4.0	4.0	High/ Medium	Lean	Yes	LM	2012-07-01	2023-01-01	71	157	85	85	85	88	88	88	88	88	88	88	88	87	82	82	82	87	71	67	67	67	71	67	57	57	57	67	79.0	87.0	49.0	86.0	90.0	87.0	89.0	84.0	75.0	86.0	86.0	85.0	86.0	87.0	81.0	88.0	70.0	73.0	67.0	86.0	49.0	50.0	88.0	86.0	89.0	84.0	47.0	36.0	45.0	12.0	12.0	13.0	13.0	11.0	74	2012.0	2023	11.0	Midfield
69	184432	Azpilicueta	28	Spain	86	86	Chelsea	35	175.0	2114	Right	3.0	3.0	2.0	Medium/ Medium	Normal	Yes	RB	2012-08-24	2022-01-01	70	168	70	70	70	74	73	73	73	74	75	75	75	77	80	80	80	77	86	86	86	86	86	87	86	86	86	87	81.0	46.0	76.0	81.0	51.0	69.0	68.0	58.0	80.0	77.0	76.0	76.0	72.0	88.0	73.0	68.0	76.0	87.0	71.0	60.0	82.0	89.0	62.0	74.0	66.0	78.0	88.0	90.0	86.0	13.0	9.0	10.0	6.0	5.0	64.8	2012.0	2022	10.0	Defending
70	184344	L. Bonucci	31	Italy	86	86	Juventus	30	160.0	1978	Right	3.0	3.0	2.0	Low/ High	Lean	Yes	RCB	2018-08-02	2023-01-01	75	187	68	68	68	66	68	68	68	66	71	71	71	68	77	77	77	68	77	85	85	85	77	79	87	87	87	79	44.0	48.0	86.0	77.0	58.0	69.0	56.0	61.0	85.0	75.0	57.0	65.0	60.0	84.0	52.0	74.0	85.0	71.0	83.0	65.0	82.0	90.0	38.0	74.0	70.0	86.0	90.0	86.0	80.0	2.0	2.0	3.0	2.0	4.0	49.5	2018.0	2023	5.0	Defending
71	184087	T. Alderweireld	29	Belgium	86	87	Tottenham Hotspur	39	150.0	2047	Right	3.0	3.0	2.0	Medium/ Medium	Normal	Yes	RCB	2015-07-08	2020-01-01	73	179	69	69	69	68	69	69	69	68	71	71	71	71	78	78	78	71	81	85	85	85	81	82	87	87	87	82	64.0	45.0	82.0	79.0	38.0	62.0	63.0	69.0	85.0	74.0	61.0	66.0	60.0	86.0	50.0	78.0	84.0	74.0	79.0	65.0	80.0	87.0	58.0	67.0	58.0	81.0	90.0	91.0	86.0	16.0	6.0	14.0	16.0	14.0	75.1	2015.0	2020	5.0	Defending
72	180206	M. Pjanić	28	Bosnia Herzegovina	86	86	Juventus	44	180.0	2182	Right	3.0	4.0	3.0	Medium/ Medium	Normal	Yes	CDM	2016-07-01	2023-01-01	70	159	75	75	75	82	81	81	81	82	84	84	84	83	86	86	86	83	81	83	83	83	81	79	76	76	76	79	80.0	60.0	60.0	89.0	72.0	86.0	86.0	92.0	85.0	89.0	66.0	66.0	77.0	84.0	79.0	78.0	61.0	78.0	66.0	82.0	70.0	78.0	70.0	88.0	79.0	86.0	75.0	74.0	70.0	7.0	7.0	13.0	7.0	8.0	72.6	2016.0	2023	7.0	Midfield
73	177509	M. Benatia	31	Morocco	86	86	Juventus	30	160.0	1803	Right	3.0	3.0	2.0	Medium/ High	Normal	Yes	CB	2014-08-26	2020-01-01	74	207	64	64	64	60	61	61	61	60	60	60	60	63	65	65	65	63	76	79	79	79	76	78	87	87	87	78	45.0	47.0	83.0	65.0	44.0	64.0	34.0	27.0	65.0	64.0	65.0	75.0	59.0	82.0	53.0	66.0	85.0	69.0	91.0	24.0	86.0	86.0	38.0	47.0	41.0	82.0	89.0	87.0	85.0	7.0	4.0	8.0	7.0	11.0	49.5	2014.0	2020	6.0	Defending
74	176635	M. Özil	29	Germany	86	86	Arsenal	43.5	190.0	1911	Left	4.0	2.0	4.0	Medium/ Low	Lean	Yes	CAM	2013-09-02	2021-01-01	71	168	78	78	78	85	84	84	84	85	87	87	87	85	81	81	81	85	60	59	59	59	60	55	43	43	43	55	83.0	73.0	54.0	89.0	80.0	84.0	84.0	77.0	82.0	90.0	72.0	69.0	79.0	84.0	70.0	70.0	48.0	69.0	57.0	75.0	48.0	24.0	83.0	91.0	67.0	82.0	24.0	16.0	19.0	6.0	14.0	10.0	6.0	14.0	82.7	2013.0	2021	8.0	Midfield
75	135507	Fernandinho	33	Brazil	86	86	Manchester City	18	185.0	2183	Right	3.0	4.0	3.0	Medium/ High	Lean	Yes	CDM	2013-07-01	2020-01-01	70	148	77	77	77	78	79	79	79	78	80	80	80	79	83	83	83	79	82	86	86	86	82	82	84	84	84	82	68.0	69.0	63.0	85.0	74.0	77.0	70.0	72.0	81.0	82.0	68.0	67.0	72.0	86.0	78.0	83.0	76.0	79.0	76.0	78.0	87.0	88.0	70.0	75.0	61.0	79.0	85.0	85.0	80.0	12.0	11.0	5.0	13.0	7.0	33.3	2013.0	2020	7.0	Midfield
77	232363	M. Škriniar	23	Slovakia	85	92	Inter	46.5	82.0	1800	Right	1.0	4.0	2.0	Medium/ High	Normal	No	LCB	2017-07-07	2022-01-01	74	176	59	59	59	58	59	59	59	58	60	60	60	62	67	67	67	62	75	80	80	80	75	78	85	85	85	78	40.0	42.0	80.0	70.0	40.0	59.0	34.0	30.0	68.0	67.0	70.0	73.0	48.0	81.0	48.0	50.0	78.0	77.0	83.0	30.0	86.0	86.0	30.0	57.0	56.0	80.0	92.0	88.0	82.0	10.0	13.0	12.0	8.0	12.0	88.4	2017.0	2022	5.0	Defending
78	223848	S. Milinković-Savić	23	Serbia	85	90	Lazio	50.5	73.0	2206	Right	2.0	4.0	4.0	High/ Medium	Normal	Yes	CM	2015-08-06	2023-01-01	75	168	83	83	83	81	83	83	83	81	84	84	84	82	85	85	85	82	79	82	82	82	79	78	81	81	81	78	64.0	80.0	86.0	85.0	74.0	86.0	78.0	75.0	85.0	87.0	68.0	70.0	66.0	80.0	59.0	83.0	85.0	85.0	88.0	80.0	73.0	78.0	79.0	85.0	56.0	82.0	75.0	77.0	72.0	7.0	10.0	7.0	16.0	7.0	89.6	2015.0	2023	8.0	Midfield
79	220834	Marco Asensio	22	Spain	85	92	Real Madrid	54	215.0	2050	Left	3.0	3.0	4.0	High/ Medium	Normal	Yes	RW	2015-07-01	2023-01-01	72	168	82	82	82	86	86	86	86	86	86	86	86	86	82	82	82	86	69	66	66	66	69	65	54	54	54	65	82.0	82.0	50.0	83.0	79.0	86.0	83.0	76.0	82.0	85.0	85.0	82.0	79.0	82.0	76.0	86.0	58.0	76.0	61.0	88.0	45.0	45.0	82.0	84.0	62.0	83.0	40.0	42.0	39.0	13.0	9.0	6.0	12.0	10.0	121.5	2015.0	2023	8.0	Attacking
81	212831	Alisson	25	Brazil	85	90	Liverpool	36.5	115.0	1320	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-19	2024-01-01	75	201	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	19.0	45.0	20.0	27.0	19.0	18.0	44.0	30.0	54.0	45.0	40.0	84.0	37.0	21.0	52.0	32.0	78.0	14.0	27.0	11.0	13.0	66.0	23.0	65.0	15.0	19.0	16.0	83.0	81.0	85.0	84.0	88.0	72.1	2018.0	2024	6.0	Goalkeeper
82	212622	J. Kimmich	23	Germany	85	88	FC Bayern München	40.5	92.0	2185	Right	3.0	4.0	3.0	High/ Low	Lean	Yes	RCM	2015-07-01	2023-01-01	69	154	78	78	78	82	81	81	81	82	82	82	82	84	84	84	84	84	84	83	83	83	84	83	80	80	80	83	90.0	66.0	74.0	85.0	61.0	80.0	81.0	61.0	80.0	85.0	78.0	68.0	84.0	85.0	83.0	75.0	79.0	85.0	65.0	69.0	74.0	79.0	80.0	79.0	44.0	82.0	75.0	81.0	79.0	8.0	15.0	7.0	15.0	15.0	69.9	2015.0	2023	8.0	Midfield
83	208421	Saúl	23	Spain	85	90	Atlético Madrid	50.5	77.0	2196	Left	3.0	4.0	3.0	High/ High	Lean	Yes	RCM	2013-07-01	2026-01-01	72	170	83	83	83	82	84	84	84	82	84	84	84	83	85	85	85	83	81	83	83	83	81	81	81	81	81	81	69.0	78.0	83.0	85.0	76.0	83.0	72.0	60.0	83.0	85.0	74.0	73.0	76.0	82.0	69.0	78.0	79.0	86.0	77.0	79.0	69.0	78.0	82.0	82.0	55.0	83.0	77.0	79.0	76.0	7.0	13.0	12.0	10.0	9.0	107.3	2013.0	2026	13.0	Midfield
84	204485	R. Mahrez	27	Algeria	85	85	Manchester City	40.5	205.0	2031	Left	3.0	4.0	5.0	Medium/ Medium	Lean	Yes	RW	2018-07-10	2023-01-01	70	148	80	80	80	87	85	85	85	87	86	86	86	86	80	80	80	86	66	62	62	62	66	60	50	50	50	60	81.0	80.0	48.0	82.0	72.0	91.0	84.0	78.0	76.0	90.0	88.0	83.0	93.0	77.0	88.0	79.0	61.0	76.0	54.0	81.0	48.0	39.0	80.0	81.0	73.0	86.0	45.0	31.0	18.0	15.0	9.0	13.0	11.0	6.0	74.9	2018.0	2023	5.0	Attacking
85	197445	D. Alaba	26	Austria	85	87	FC Bayern München	38	110.0	2261	Left	4.0	4.0	3.0	High/ Medium	Lean	Yes	LB	2010-02-10	2021-01-01	71	168	79	79	79	81	81	81	81	81	82	82	82	82	83	83	83	82	85	84	84	84	85	85	82	82	82	85	81.0	63.0	75.0	82.0	68.0	79.0	78.0	84.0	80.0	83.0	79.0	86.0	79.0	84.0	77.0	83.0	82.0	87.0	71.0	82.0	69.0	84.0	76.0	77.0	80.0	79.0	80.0	82.0	80.0	5.0	7.0	14.0	15.0	9.0	65.6	2010.0	2021	11.0	Defending
86	193747	Koke	26	Spain	85	86	Atlético Madrid	45	88.0	2175	Right	3.0	4.0	3.0	High/ High	Normal	Yes	LM	2011-01-01	2019-01-01	69	163	80	80	80	84	84	84	84	84	86	86	86	86	87	87	87	86	79	81	81	81	79	76	73	73	73	76	86.0	72.0	61.0	90.0	56.0	82.0	85.0	76.0	89.0	86.0	71.0	68.0	74.0	85.0	78.0	84.0	61.0	90.0	79.0	81.0	71.0	66.0	84.0	87.0	59.0	78.0	80.0	69.0	51.0	14.0	12.0	5.0	10.0	13.0	95.6	2011.0	2019	8.0	Midfield
87	193301	A. Lacazette	27	France	85	86	Arsenal	45	180.0	2060	Right	3.0	4.0	4.0	High/ High	Normal	Yes	ST	2017-07-05	2022-01-01	69	161	85	85	85	84	86	86	86	84	84	84	84	82	77	77	77	82	65	63	63	63	65	62	57	57	57	62	64.0	88.0	73.0	80.0	81.0	85.0	74.0	71.0	59.0	83.0	81.0	84.0	85.0	85.0	85.0	83.0	76.0	79.0	73.0	75.0	70.0	42.0	86.0	76.0	84.0	85.0	29.0	42.0	30.0	11.0	6.0	9.0	5.0	6.0	88.9	2017.0	2022	5.0	Attacking
88	192774	K. Manolas	27	Greece	85	87	Roma	37.5	96.0	1642	Right	3.0	2.0	2.0	Low/ High	Normal	No	LCB	2014-08-26	2022-01-01	74	183	52	52	52	52	51	51	51	52	52	52	52	56	59	59	59	56	75	77	77	77	75	79	86	86	86	79	27.0	10.0	80.0	60.0	16.0	54.0	30.0	10.0	61.0	65.0	80.0	85.0	68.0	85.0	59.0	40.0	86.0	76.0	82.0	12.0	86.0	86.0	25.0	22.0	26.0	79.0	86.0	87.0	89.0	8.0	6.0	8.0	15.0	12.0	66.6	2014.0	2022	8.0	Defending
89	192366	N. Otamendi	30	Argentina	85	85	Manchester City	28.5	170.0	1916	Right	3.0	3.0	2.0	High/ High	Normal	Yes	CB	2015-08-20	2022-01-01	72	179	67	67	67	62	64	64	64	62	65	65	65	64	70	70	70	64	75	80	80	80	75	77	85	85	85	77	52.0	54.0	85.0	75.0	57.0	51.0	50.0	39.0	72.0	70.0	57.0	61.0	64.0	79.0	62.0	69.0	92.0	67.0	80.0	56.0	91.0	84.0	51.0	53.0	45.0	80.0	83.0	85.0	84.0	12.0	5.0	8.0	11.0	12.0	52.7	2015.0	2022	7.0	Defending
92	186153	W. Szczęsny	28	Poland	85	87	Juventus	32	125.0	1270	Right	3.0	3.0	1.0	Medium/ Medium	Lean	Yes	GK	2017-07-19	2021-01-01	77	198	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	12.0	16.0	32.0	14.0	11.0	16.0	14.0	36.0	22.0	51.0	47.0	55.0	82.0	51.0	15.0	71.0	45.0	65.0	14.0	40.0	15.0	14.0	48.0	18.0	65.0	20.0	13.0	12.0	85.0	81.0	71.0	85.0	87.0	55.2	2017.0	2021	4.0	Goalkeeper
93	184941	A. Sánchez	29	Chile	85	85	Manchester United	37.5	215.0	2172	Right	4.0	3.0	4.0	High/ High	Normal	Yes	RW	2018-01-22	2022-01-01	67	163	84	84	84	85	85	85	85	85	85	85	85	85	80	80	80	85	68	67	67	67	68	65	60	60	60	65	77.0	80.0	73.0	77.0	83.0	87.0	79.0	78.0	75.0	86.0	86.0	79.0	90.0	83.0	87.0	84.0	87.0	83.0	72.0	81.0	79.0	46.0	84.0	82.0	77.0	84.0	38.0	44.0	35.0	10.0	10.0	15.0	12.0	13.0	69.4	2018.0	2022	4.0	Attacking
95	183907	J. Boateng	29	Germany	85	85	FC Bayern München	30	115.0	1948	Right	4.0	4.0	2.0	Medium/ Medium	Stocky	Yes	RCB	2011-07-14	2021-01-01	76	198	66	66	66	66	67	67	67	66	69	69	69	70	75	75	75	70	79	83	83	83	79	81	86	86	86	81	69.0	34.0	85.0	75.0	52.0	64.0	53.0	31.0	83.0	70.0	67.0	72.0	56.0	82.0	52.0	78.0	74.0	69.0	91.0	58.0	81.0	81.0	47.0	75.0	46.0	84.0	84.0	87.0	87.0	7.0	12.0	15.0	6.0	5.0	49.5	2011.0	2021	10.0	Defending
96	181872	A. Vidal	31	Chile	85	85	FC Barcelona	26	205.0	2230	Right	4.0	4.0	3.0	Medium/ Medium	Normal	Yes	CAM	2018-08-06	2021-01-01	71	165	81	81	81	79	81	81	81	79	81	81	81	79	84	84	84	79	82	86	86	86	82	83	86	86	86	83	76.0	75.0	82.0	83.0	78.0	76.0	76.0	68.0	79.0	82.0	60.0	55.0	74.0	84.0	75.0	86.0	85.0	83.0	79.0	85.0	93.0	84.0	80.0	80.0	81.0	81.0	82.0	87.0	86.0	4.0	2.0	4.0	2.0	4.0	53.3	2018.0	2021	3.0	Midfield
97	181458	I. Perišić	29	Croatia	85	85	Inter	37.5	110.0	2199	Right	3.0	5.0	4.0	Medium/ Medium	Lean	Yes	LM	2015-09-01	2022-01-01	73	176	85	85	85	85	85	85	85	85	84	84	84	86	82	82	82	86	78	75	75	75	78	75	71	71	71	75	83.0	79.0	80.0	81.0	81.0	84.0	73.0	75.0	77.0	85.0	84.0	88.0	78.0	81.0	74.0	84.0	84.0	89.0	78.0	79.0	65.0	69.0	85.0	79.0	76.0	80.0	64.0	52.0	54.0	6.0	7.0	10.0	9.0	6.0	63.8	2015.0	2022	7.0	Midfield
98	180930	E. Džeko	32	Bosnia Herzegovina	85	85	Roma	30.5	115.0	1931	Right	3.0	5.0	2.0	Medium/ Medium	Lean	Yes	ST	2015-07-01	2020-01-01	76	185	85	85	85	80	83	83	83	80	81	81	81	79	77	77	77	79	62	64	64	64	62	59	58	58	58	59	63.0	89.0	84.0	77.0	77.0	76.0	65.0	54.0	72.0	84.0	65.0	66.0	57.0	83.0	36.0	86.0	66.0	76.0	80.0	79.0	51.0	50.0	89.0	74.0	67.0	83.0	58.0	28.0	16.0	9.0	11.0	13.0	15.0	15.0	51.9	2015.0	2020	5.0	Attacking
99	179846	S. Khedira	31	Germany	85	85	Juventus	33	160.0	2154	Right	3.0	4.0	2.0	High/ High	Normal	Yes	RCM	2015-07-01	2021-01-01	74	198	80	80	80	79	81	81	81	79	82	82	82	80	85	85	85	80	81	86	86	86	81	80	84	84	84	80	72.0	72.0	76.0	85.0	78.0	81.0	68.0	68.0	82.0	84.0	54.0	60.0	55.0	87.0	54.0	82.0	68.0	78.0	87.0	78.0	82.0	86.0	79.0	82.0	69.0	84.0	80.0	83.0	76.0	11.0	9.0	5.0	15.0	8.0	54.5	2015.0	2021	6.0	Midfield
100	179844	Diego Costa	29	Spain	85	85	Atlético Madrid	38.5	100.0	2003	Right	4.0	4.0	2.0	High/ Medium	Normal	Yes	LS	2018-01-01	2021-01-01	74	190	85	85	85	79	82	82	82	79	78	78	78	78	72	72	72	78	64	64	64	64	64	62	64	64	64	62	65.0	87.0	82.0	65.0	81.0	77.0	62.0	59.0	52.0	83.0	74.0	76.0	58.0	85.0	53.0	83.0	64.0	76.0	92.0	74.0	93.0	40.0	87.0	74.0	75.0	83.0	58.0	39.0	34.0	11.0	13.0	12.0	8.0	11.0	78.9	2018.0	2021	3.0	Attacking
101	178518	R. Nainggolan	30	Belgium	85	85	Inter	35.5	105.0	2278	Right	3.0	3.0	3.0	High/ High	Stocky	Yes	CAM	2018-07-01	2022-01-01	69	170	81	81	81	83	84	84	84	83	84	84	84	83	86	86	86	83	86	87	87	87	86	86	84	84	84	86	73.0	75.0	59.0	84.0	75.0	80.0	73.0	68.0	81.0	85.0	78.0	73.0	76.0	87.0	82.0	84.0	76.0	93.0	77.0	86.0	88.0	86.0	86.0	76.0	63.0	84.0	83.0	86.0	90.0	11.0	11.0	14.0	8.0	11.0	60.4	2018.0	2022	4.0	Midfield
103	170890	B. Matuidi	31	France	85	85	Juventus	26	145.0	2196	Left	3.0	2.0	2.0	High/ High	Lean	Yes	LM	2017-08-18	2020-01-01	71	165	77	77	77	79	79	79	79	79	80	80	80	81	82	82	82	81	86	86	86	86	86	85	84	84	84	85	75.0	64.0	68.0	83.0	72.0	78.0	65.0	52.0	77.0	79.0	79.0	77.0	83.0	84.0	79.0	78.0	84.0	94.0	76.0	70.0	86.0	86.0	72.0	76.0	56.0	82.0	85.0	84.0	86.0	8.0	11.0	5.0	10.0	14.0	42.9	2017.0	2020	3.0	Midfield
104	168609	Miranda	33	Brazil	85	85	Inter	15.5	96.0	1879	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	CB	2017-07-01	2020-01-01	73	172	65	65	65	64	65	65	65	64	65	65	65	66	70	70	70	66	77	81	81	81	77	79	86	86	86	79	48.0	43.0	80.0	70.0	51.0	67.0	32.0	39.0	69.0	73.0	66.0	69.0	61.0	81.0	57.0	70.0	82.0	65.0	79.0	41.0	83.0	85.0	43.0	58.0	49.0	81.0	90.0	90.0	85.0	12.0	6.0	10.0	13.0	12.0	26.4	2017.0	2020	3.0	Defending
105	165153	K. Benzema	30	France	85	85	Real Madrid	37	240.0	2000	Right	4.0	4.0	4.0	Medium/ Low	Normal	Yes	ST	2009-07-09	2021-01-01	73	179	84	84	84	84	85	85	85	84	84	84	84	83	76	76	76	83	60	59	59	59	60	56	52	52	52	56	75.0	81.0	80.0	83.0	82.0	83.0	79.0	73.0	62.0	86.0	76.0	76.0	76.0	83.0	66.0	81.0	73.0	75.0	80.0	75.0	65.0	22.0	86.0	85.0	82.0	79.0	47.0	15.0	12.0	13.0	11.0	5.0	5.0	7.0	75.9	2009.0	2021	12.0	Attacking
106	164169	Filipe Luís	32	Brazil	85	85	Atlético Madrid	21.5	81.0	2145	Left	3.0	3.0	3.0	High/ Medium	Lean	Yes	LB	2015-07-28	2019-01-01	72	163	75	75	75	78	77	77	77	78	78	78	78	80	81	81	81	80	86	84	84	84	86	85	83	83	83	85	86.0	59.0	72.0	80.0	56.0	77.0	74.0	75.0	77.0	83.0	76.0	75.0	75.0	85.0	62.0	71.0	71.0	89.0	74.0	60.0	81.0	84.0	71.0	70.0	65.0	88.0	78.0	84.0	86.0	11.0	15.0	9.0	9.0	5.0	44.1	2015.0	2019	4.0	Defending
107	139720	V. Kompany	32	Belgium	85	85	Manchester City	22	170.0	1898	Right	4.0	3.0	2.0	Medium/ High	Normal	Yes	CB	2008-08-22	2019-01-01	75	187	66	66	66	63	64	64	64	63	65	65	65	65	70	70	70	65	76	80	80	80	76	78	86	86	86	78	61.0	45.0	84.0	73.0	46.0	63.0	61.0	52.0	66.0	70.0	52.0	59.0	57.0	87.0	41.0	75.0	72.0	66.0	87.0	55.0	87.0	82.0	41.0	59.0	63.0	81.0	87.0	85.0	84.0	10.0	9.0	5.0	8.0	6.0	40.7	2008.0	2019	11.0	Defending
110	220793	D. Sánchez	22	Colombia	84	88	Tottenham Hotspur	34	105.0	1809	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	RCB	2017-08-26	2024-01-01	74	174	63	63	63	61	62	62	62	61	63	63	63	64	68	68	68	64	76	80	80	80	76	78	84	84	84	78	36.0	40.0	80.0	77.0	28.0	63.0	30.0	27.0	67.0	73.0	72.0	79.0	60.0	80.0	55.0	66.0	73.0	76.0	83.0	44.0	87.0	82.0	34.0	49.0	44.0	75.0	84.0	85.0	88.0	9.0	7.0	10.0	6.0	15.0	65.5	2017.0	2024	7.0	Defending
111	216460	J. Giménez	23	Uruguay	84	88	Atlético Madrid	34	63.0	1758	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	RCB	2013-07-01	2023-01-01	73	176	58	58	58	53	53	53	53	53	52	52	52	55	58	58	58	55	73	75	75	75	73	76	85	85	85	76	47.0	37.0	81.0	68.0	30.0	47.0	36.0	44.0	58.0	56.0	69.0	70.0	56.0	76.0	43.0	72.0	92.0	67.0	85.0	48.0	89.0	85.0	24.0	27.0	38.0	73.0	88.0	86.0	87.0	9.0	11.0	7.0	10.0	15.0	72.3	2013.0	2023	10.0	Defending
113	212218	A. Laporte	24	France	84	88	Manchester City	34	135.0	1912	Left	2.0	3.0	2.0	Medium/ Medium	Normal	Yes	LCB	2018-01-30	2023-01-01	74	187	66	66	66	63	65	65	65	63	65	65	65	66	72	72	72	66	77	81	81	81	77	79	84	84	84	79	58.0	45.0	85.0	76.0	40.0	59.0	61.0	69.0	78.0	73.0	62.0	66.0	45.0	83.0	55.0	68.0	75.0	67.0	82.0	47.0	75.0	85.0	54.0	57.0	44.0	77.0	85.0	86.0	87.0	10.0	11.0	5.0	14.0	5.0	65.5	2018.0	2023	5.0	Defending
115	212190	N. Süle	22	Germany	84	90	FC Bayern München	36.5	84.0	1648	Right	2.0	3.0	2.0	Medium/ Medium	Stocky	No	CB	2017-07-01	2022-01-01	77	214	58	58	58	51	54	54	54	51	54	54	54	54	62	62	62	54	71	77	77	77	71	75	83	83	83	75	30.0	20.0	86.0	78.0	31.0	42.0	28.0	30.0	63.0	63.0	52.0	84.0	33.0	79.0	33.0	77.0	38.0	65.0	94.0	62.0	82.0	82.0	26.0	30.0	32.0	72.0	82.0	85.0	83.0	15.0	7.0	14.0	7.0	15.0	67.5	2017.0	2022	5.0	Defending
116	211300	A. Martial	22	France	84	90	Manchester United	42.5	165.0	2064	Right	3.0	3.0	4.0	Medium/ Medium	Normal	Yes	LW	2015-09-01	2019-01-01	72	168	84	84	84	85	85	85	85	85	83	83	83	84	76	76	76	84	67	63	63	63	67	64	57	57	57	64	76.0	84.0	69.0	77.0	74.0	87.0	84.0	54.0	60.0	86.0	88.0	89.0	85.0	81.0	81.0	84.0	74.0	75.0	75.0	80.0	58.0	42.0	83.0	73.0	81.0	79.0	38.0	39.0	36.0	9.0	8.0	8.0	15.0	11.0	87.1	2015.0	2019	4.0	Attacking
117	211117	D. Alli	22	England	84	90	Tottenham Hotspur	42.5	115.0	2189	Right	3.0	3.0	4.0	High/ High	Lean	Yes	LCM	2015-02-02	2024-01-01	74	176	84	84	84	84	85	85	85	84	86	86	86	84	86	86	86	84	79	81	81	81	79	78	76	76	76	78	69.0	83.0	77.0	85.0	79.0	83.0	75.0	68.0	80.0	85.0	73.0	76.0	76.0	85.0	62.0	78.0	67.0	90.0	71.0	80.0	84.0	74.0	86.0	85.0	74.0	86.0	70.0	70.0	63.0	7.0	6.0	9.0	11.0	8.0	87.1	2015.0	2024	9.0	Midfield
118	209499	Fabinho	24	Brazil	84	88	Liverpool	34	120.0	2164	Right	3.0	2.0	3.0	Medium/ Medium	Lean	No	CDM	2018-07-01	2023-01-01	74	172	76	76	76	78	78	78	78	78	79	79	79	80	82	82	82	80	85	86	86	86	85	85	85	85	85	85	79.0	66.0	75.0	83.0	47.0	76.0	71.0	53.0	78.0	82.0	69.0	72.0	69.0	83.0	67.0	78.0	75.0	92.0	79.0	65.0	85.0	84.0	70.0	75.0	91.0	84.0	83.0	86.0	84.0	13.0	12.0	6.0	8.0	8.0	67.2	2018.0	2023	5.0	Midfield
119	207865	Marquinhos	24	Brazil	84	89	Paris Saint-Germain	35.5	90.0	1879	Right	3.0	3.0	2.0	Medium/ Medium	Lean	Yes	LDM	2013-07-19	2022-01-01	72	165	62	62	62	66	64	64	64	66	66	66	66	70	72	72	72	70	82	83	83	83	82	83	85	85	85	83	72.0	33.0	80.0	81.0	31.0	59.0	49.0	32.0	78.0	76.0	73.0	76.0	69.0	81.0	68.0	53.0	86.0	75.0	74.0	35.0	80.0	84.0	46.0	51.0	31.0	79.0	85.0	87.0	87.0	6.0	6.0	12.0	10.0	13.0	68.3	2013.0	2022	9.0	Midfield
121	205498	Jorginho	26	Italy	84	87	Chelsea	38	155.0	2136	Right	2.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2018-07-16	2023-01-01	71	148	72	72	72	79	78	78	78	79	82	82	82	81	84	84	84	81	79	81	81	81	79	77	74	74	74	77	75.0	57.0	56.0	89.0	71.0	82.0	75.0	76.0	87.0	85.0	75.0	69.0	80.0	83.0	73.0	71.0	58.0	79.0	66.0	62.0	79.0	78.0	72.0	87.0	84.0	79.0	63.0	78.0	70.0	14.0	7.0	13.0	14.0	8.0	73.2	2018.0	2023	5.0	Midfield
123	204963	Carvajal	26	Spain	84	87	Real Madrid	31.5	185.0	2040	Right	3.0	3.0	3.0	High/ High	Stocky	Yes	RB	2013-07-05	2022-01-01	68	161	68	68	68	74	71	71	71	74	73	73	73	77	76	76	76	77	85	83	83	83	85	85	83	83	83	85	83.0	41.0	70.0	81.0	34.0	76.0	72.0	47.0	71.0	83.0	79.0	84.0	81.0	82.0	79.0	64.0	76.0	84.0	74.0	36.0	81.0	83.0	61.0	57.0	45.0	77.0	83.0	83.0	85.0	13.0	13.0	15.0	9.0	15.0	66.9	2013.0	2022	9.0	Defending
125	200104	H. Son	25	Korea Republic	84	85	Tottenham Hotspur	37	125.0	2079	Right	3.0	5.0	4.0	High/ High	Lean	Yes	LM	2015-08-28	2023-01-01	72	143	85	85	85	87	87	87	87	87	86	86	86	85	79	79	79	85	68	64	64	64	68	64	56	56	56	64	78.0	85.0	65.0	79.0	79.0	88.0	81.0	70.0	64.0	85.0	88.0	87.0	82.0	84.0	76.0	86.0	63.0	85.0	63.0	88.0	60.0	39.0	85.0	80.0	71.0	82.0	48.0	34.0	33.0	11.0	13.0	13.0	6.0	10.0	71.2	2015.0	2023	8.0	Midfield
127	198176	S. de Vrij	26	Netherlands	84	86	Inter	31.5	88.0	1808	Right	3.0	4.0	2.0	Medium/ High	Normal	No	CB	2018-07-01	2023-01-01	74	172	60	60	60	61	61	61	61	61	64	64	64	63	70	70	70	63	76	80	80	80	76	79	85	85	85	79	49.0	25.0	80.0	71.0	27.0	63.0	45.0	16.0	71.0	71.0	67.0	69.0	61.0	80.0	59.0	65.0	76.0	66.0	80.0	60.0	78.0	87.0	32.0	59.0	41.0	82.0	88.0	87.0	83.0	8.0	10.0	7.0	14.0	13.0	55.9	2018.0	2023	5.0	Defending
128	198009	M. Perin	25	Italy	84	89	Juventus	29.5	105.0	1254	Right	2.0	3.0	1.0	Medium/ Medium	Lean	No	GK	2018-07-01	2022-01-01	74	170	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	11.0	12.0	33.0	19.0	19.0	15.0	13.0	31.0	23.0	57.0	56.0	70.0	79.0	30.0	23.0	75.0	30.0	52.0	17.0	25.0	19.0	12.0	44.0	21.0	65.0	20.0	12.0	19.0	81.0	85.0	71.0	79.0	90.0	50.9	2018.0	2022	4.0	Goalkeeper
129	193082	J. Cuadrado	30	Colombia	84	84	Juventus	29.5	150.0	2163	Right	3.0	3.0	5.0	High/ Medium	Lean	Yes	RAM	2015-02-02	2020-01-01	70	159	79	79	79	85	84	84	84	85	84	84	84	84	80	80	80	84	79	75	75	75	79	78	72	72	72	78	80.0	67.0	58.0	80.0	70.0	90.0	78.0	69.0	69.0	85.0	89.0	93.0	91.0	80.0	82.0	84.0	75.0	78.0	61.0	80.0	78.0	62.0	78.0	76.0	65.0	80.0	63.0	70.0	74.0	5.0	5.0	13.0	6.0	9.0	48.7	2015.0	2020	5.0	Midfield
131	192563	B. Leno	26	Germany	84	87	Arsenal	27	115.0	1278	Right	3.0	4.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-01	2023-01-01	75	183	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	9.0	9.0	13.0	45.0	10.0	16.0	9.0	8.0	40.0	22.0	46.0	52.0	52.0	80.0	44.0	23.0	73.0	43.0	68.0	14.0	28.0	22.0	7.0	54.0	23.0	66.0	27.0	15.0	18.0	84.0	82.0	75.0	85.0	82.0	53.3	2018.0	2023	5.0	Goalkeeper
132	191202	N. Matić	29	Serbia	84	84	Manchester United	24	165.0	2100	Left	3.0	3.0	3.0	Medium/ High	Lean	Yes	CDM	2017-07-31	2020-01-01	76	187	76	76	76	75	77	77	77	75	77	77	77	77	82	82	82	77	81	85	85	85	81	80	83	83	83	80	71.0	64.0	74.0	84.0	73.0	80.0	72.0	67.0	83.0	79.0	52.0	59.0	44.0	83.0	50.0	83.0	67.0	84.0	85.0	75.0	80.0	86.0	69.0	73.0	64.0	84.0	83.0	84.0	75.0	7.0	15.0	12.0	14.0	9.0	44.4	2017.0	2020	3.0	Midfield
135	188377	K. Walker	28	England	84	84	Manchester City	24.5	165.0	2175	Right	3.0	2.0	2.0	High/ High	Normal	Yes	RB	2017-07-14	2022-01-01	72	154	75	75	75	78	77	77	77	78	76	76	76	80	78	78	78	80	85	81	81	81	85	85	82	82	82	85	81.0	51.0	74.0	78.0	57.0	79.0	76.0	71.0	67.0	78.0	86.0	93.0	67.0	83.0	72.0	86.0	83.0	89.0	75.0	69.0	78.0	81.0	67.0	69.0	63.0	75.0	78.0	84.0	83.0	12.0	6.0	16.0	15.0	8.0	45.3	2017.0	2022	5.0	Defending
136	186942	I. Gündoğan	27	Germany	84	84	Manchester City	32	175.0	2138	Right	3.0	4.0	4.0	High/ Medium	Normal	Yes	CM	2016-07-01	2020-01-01	71	176	78	78	78	82	83	83	83	82	85	85	85	83	85	85	85	83	78	80	80	80	78	75	73	73	73	75	74.0	73.0	50.0	88.0	75.0	85.0	81.0	74.0	83.0	86.0	67.0	68.0	78.0	85.0	78.0	77.0	61.0	69.0	72.0	73.0	70.0	77.0	79.0	86.0	76.0	87.0	73.0	68.0	64.0	11.0	14.0	5.0	5.0	13.0	59.2	2016.0	2020	4.0	Midfield
137	185020	José Callejón	31	Spain	84	84	Napoli	27.5	105.0	2045	Right	3.0	3.0	3.0	High/ High	Lean	Yes	RM	2013-07-11	2020-01-01	70	161	82	82	82	85	85	85	85	85	84	84	84	84	76	76	76	84	70	63	63	63	70	66	57	57	57	66	82.0	78.0	65.0	80.0	84.0	82.0	73.0	65.0	51.0	85.0	88.0	89.0	85.0	82.0	80.0	78.0	73.0	91.0	55.0	80.0	54.0	40.0	88.0	78.0	62.0	79.0	64.0	32.0	32.0	8.0	5.0	14.0	11.0	11.0	46.8	2013.0	2020	7.0	Midfield
138	183898	A. Di María	30	Argentina	84	84	Paris Saint-Germain	29.5	125.0	2113	Left	4.0	2.0	5.0	High/ Medium	Lean	Yes	RM	2015-08-06	2021-01-01	71	152	79	79	79	85	84	84	84	85	85	85	85	85	80	80	80	85	71	68	68	68	71	68	60	60	60	68	83.0	72.0	51.0	82.0	77.0	86.0	84.0	82.0	79.0	85.0	85.0	84.0	92.0	80.0	77.0	83.0	72.0	73.0	60.0	77.0	73.0	38.0	82.0	82.0	73.0	82.0	35.0	59.0	56.0	10.0	7.0	11.0	12.0	11.0	54.6	2015.0	2021	6.0	Midfield
139	181783	M. Mandžukić	32	Croatia	84	84	Juventus	25	160.0	2106	Right	3.0	3.0	3.0	High/ High	Lean	Yes	ST	2015-07-01	2020-01-01	75	187	84	84	84	79	81	81	81	79	79	79	79	79	78	78	78	79	74	75	75	75	74	74	75	75	75	74	72.0	84.0	90.0	75.0	86.0	76.0	64.0	49.0	67.0	77.0	67.0	73.0	67.0	86.0	53.0	80.0	85.0	83.0	85.0	60.0	88.0	66.0	90.0	74.0	76.0	80.0	59.0	64.0	64.0	10.0	8.0	5.0	8.0	15.0	41.3	2015.0	2020	5.0	Attacking
140	180403	Willian	29	Brazil	84	84	Chelsea	30.5	175.0	2052	Right	3.0	4.0	4.0	High/ High	Lean	Yes	RW	2013-08-28	2020-01-01	69	172	77	77	77	85	84	84	84	85	85	85	85	85	82	82	82	85	74	70	70	70	74	69	57	57	57	69	76.0	77.0	31.0	80.0	59.0	88.0	82.0	83.0	77.0	84.0	91.0	86.0	89.0	82.0	79.0	79.0	41.0	85.0	60.0	81.0	44.0	55.0	80.0	83.0	70.0	79.0	43.0	57.0	51.0	14.0	12.0	13.0	7.0	13.0	56.4	2013.0	2020	7.0	Attacking
143	177413	A. Witsel	29	Belgium	84	84	Borussia Dortmund	24	77.0	2200	Right	3.0	4.0	4.0	Medium/ Medium	Lean	No	LCM	2018-08-17	2022-01-01	74	179	80	80	80	80	81	81	81	80	82	82	82	81	84	84	84	81	83	85	85	85	83	83	84	84	84	83	69.0	71.0	80.0	89.0	77.0	78.0	69.0	68.0	79.0	84.0	67.0	74.0	78.0	84.0	60.0	78.0	76.0	86.0	82.0	74.0	82.0	80.0	75.0	79.0	81.0	89.0	80.0	79.0	85.0	5.0	7.0	7.0	10.0	7.0	40.8	2018.0	2022	4.0	Midfield
146	172879	Sokratis	30	Greece	84	84	Arsenal	23	140.0	1797	Right	3.0	2.0	2.0	Medium/ High	Normal	Yes	RCB	2018-07-02	2021-01-01	73	187	65	65	65	59	61	61	61	59	59	59	59	60	62	62	62	60	73	74	74	74	73	76	84	84	84	76	47.0	44.0	85.0	60.0	46.0	58.0	29.0	35.0	51.0	58.0	64.0	73.0	60.0	81.0	64.0	77.0	86.0	69.0	86.0	48.0	88.0	77.0	49.0	45.0	24.0	82.0	85.0	87.0	85.0	6.0	8.0	5.0	12.0	5.0	43.7	2018.0	2021	3.0	Defending
150	157481	Raúl Albiol	32	Spain	84	84	Napoli	18	88.0	1765	Right	3.0	3.0	2.0	Low/ High	Lean	Yes	RCB	2013-07-21	2021-01-01	75	181	58	58	58	57	59	59	59	57	62	62	62	60	69	69	69	60	73	81	81	81	73	75	85	85	85	75	38.0	27.0	77.0	74.0	31.0	59.0	53.0	45.0	72.0	71.0	54.0	53.0	53.0	82.0	56.0	65.0	77.0	55.0	82.0	53.0	81.0	86.0	30.0	57.0	37.0	75.0	89.0	87.0	85.0	8.0	6.0	5.0	9.0	8.0	30.6	2013.0	2021	8.0	Defending
152	137186	A. Barzagli	37	Italy	84	84	Juventus	4.2	95.0	1740	Right	3.0	3.0	2.0	Low/ High	Normal	Yes	CB	2011-01-01	2019-01-01	74	192	55	55	55	57	58	58	58	57	60	60	60	60	66	66	66	60	74	78	78	78	74	77	85	85	85	77	40.0	21.0	72.0	65.0	35.0	64.0	50.0	31.0	65.0	65.0	61.0	77.0	52.0	80.0	64.0	54.0	81.0	53.0	83.0	39.0	66.0	90.0	28.0	62.0	60.0	88.0	94.0	90.0	82.0	4.0	2.0	4.0	2.0	4.0	6.9	2011.0	2019	8.0	Defending
154	9014	A. Robben	34	Netherlands	84	84	FC Bayern München	15.5	110.0	2044	Left	4.0	2.0	4.0	High/ Low	Normal	Yes	RM	2009-08-28	2019-01-01	71	176	83	83	83	87	87	87	87	87	86	86	86	85	79	79	79	85	63	60	60	60	63	58	49	49	49	58	80.0	85.0	51.0	82.0	86.0	89.0	90.0	81.0	71.0	88.0	83.0	76.0	87.0	85.0	90.0	86.0	60.0	64.0	67.0	86.0	47.0	37.0	84.0	80.0	78.0	85.0	30.0	26.0	26.0	10.0	8.0	11.0	5.0	15.0	25.6	2009.0	2019	10.0	Midfield
155	231443	O. Dembélé	21	France	83	92	FC Barcelona	40	155.0	1993	Left	3.0	5.0	4.0	High/ Low	Lean	Yes	RW	2017-08-28	2022-01-01	70	148	79	79	79	86	85	85	85	86	85	85	85	85	77	77	77	85	66	61	61	61	66	62	49	49	49	62	78.0	78.0	43.0	78.0	76.0	90.0	78.0	64.0	70.0	83.0	93.0	92.0	90.0	82.0	85.0	83.0	59.0	73.0	46.0	70.0	54.0	36.0	79.0	84.0	75.0	75.0	42.0	30.0	33.0	6.0	6.0	14.0	10.0	13.0	90	2017.0	2022	5.0	Attacking
156	230666	Gabriel Jesus	21	Brazil	83	92	Manchester City	41	130.0	2051	Right	2.0	3.0	4.0	High/ High	Normal	Yes	ST	2016-08-03	2023-01-01	69	161	83	83	83	84	85	85	85	84	83	83	83	83	75	75	75	83	63	61	61	61	63	59	54	54	54	59	66.0	84.0	74.0	76.0	72.0	86.0	76.0	54.0	66.0	85.0	87.0	85.0	92.0	86.0	91.0	78.0	77.0	84.0	68.0	73.0	73.0	32.0	88.0	77.0	78.0	82.0	53.0	23.0	19.0	13.0	8.0	6.0	6.0	15.0	84.1	2016.0	2023	7.0	Attacking
160	225850	P. Kimpembe	22	France	83	89	Paris Saint-Germain	30.5	82.0	1899	Left	2.0	3.0	3.0	High/ High	Normal	Yes	LCB	2015-07-01	2023-01-01	74	176	61	61	61	64	62	62	62	64	66	66	66	68	71	71	71	68	79	81	81	81	79	80	83	83	83	80	62.0	31.0	79.0	79.0	33.0	58.0	50.0	32.0	75.0	78.0	75.0	78.0	74.0	79.0	65.0	55.0	77.0	80.0	84.0	39.0	85.0	83.0	39.0	60.0	50.0	80.0	80.0	83.0	83.0	7.0	8.0	14.0	15.0	9.0	62.5	2015.0	2023	8.0	Defending
161	220971	N. Keïta	23	Guinea	83	88	Liverpool	34	120.0	2082	Right	2.0	4.0	4.0	High/ Medium	Lean	Yes	CM	2018-07-01	2023-01-01	68	141	75	75	75	81	81	81	81	81	84	84	84	81	83	83	83	81	75	78	78	78	75	72	68	68	68	72	62.0	74.0	42.0	88.0	71.0	88.0	64.0	70.0	78.0	88.0	78.0	60.0	89.0	82.0	90.0	76.0	53.0	82.0	58.0	73.0	78.0	75.0	74.0	81.0	58.0	79.0	68.0	62.0	61.0	7.0	14.0	15.0	14.0	9.0	67.2	2018.0	2023	5.0	Midfield
162	219683	C. Tolisso	23	France	83	88	FC Bayern München	34	85.0	2207	Right	2.0	3.0	3.0	High/ Medium	Normal	Yes	CM	2017-07-01	2022-01-01	71	179	80	80	80	79	80	80	80	79	81	81	81	80	83	83	83	80	78	82	82	82	78	78	79	79	79	78	67.0	75.0	82.0	84.0	62.0	77.0	66.0	73.0	86.0	81.0	75.0	66.0	75.0	83.0	74.0	82.0	90.0	87.0	77.0	81.0	81.0	76.0	79.0	80.0	70.0	74.0	75.0	78.0	71.0	7.0	10.0	14.0	9.0	14.0	58.7	2017.0	2022	5.0	Midfield
163	213565	T. Lemar	22	France	83	89	Atlético Madrid	35.5	64.0	2173	Left	3.0	2.0	4.0	High/ Medium	Lean	Yes	LM	2018-07-01	2023-01-01	67	137	79	79	79	85	84	84	84	85	85	85	85	85	82	82	82	85	77	74	74	74	77	75	67	67	67	75	83.0	75.0	54.0	84.0	78.0	85.0	85.0	81.0	75.0	86.0	86.0	84.0	87.0	80.0	86.0	79.0	71.0	79.0	63.0	76.0	63.0	66.0	77.0	85.0	68.0	80.0	55.0	59.0	63.0	11.0	15.0	13.0	7.0	14.0	79.9	2018.0	2023	5.0	Midfield
164	213345	K. Coman	22	France	83	87	FC Bayern München	34	85.0	1918	Right	2.0	3.0	5.0	Medium/ Low	Lean	Yes	LM	2015-08-30	2023-01-01	70	157	78	78	78	84	82	82	82	84	82	82	82	83	73	73	73	83	60	53	53	53	60	55	42	42	42	55	81.0	76.0	52.0	77.0	77.0	88.0	84.0	70.0	63.0	83.0	95.0	93.0	87.0	81.0	84.0	77.0	75.0	76.0	61.0	73.0	36.0	23.0	79.0	75.0	70.0	75.0	29.0	17.0	15.0	5.0	3.0	5.0	3.0	5.0	58.7	2015.0	2023	8.0	Midfield
168	210008	A. Rabiot	23	France	83	87	Paris Saint-Germain	33	91.0	2184	Left	2.0	3.0	3.0	High/ Medium	Lean	Yes	CM	2012-07-01	2019-01-01	76	176	79	79	79	79	80	80	80	79	81	81	81	80	83	83	83	80	80	82	82	82	80	79	79	79	79	79	70.0	69.0	77.0	85.0	72.0	79.0	73.0	59.0	83.0	83.0	73.0	74.0	79.0	83.0	72.0	80.0	73.0	82.0	80.0	79.0	76.0	80.0	76.0	80.0	69.0	82.0	70.0	81.0	75.0	9.0	12.0	9.0	7.0	15.0	63.5	2012.0	2019	7.0	Midfield
169	209658	L. Goretzka	23	Germany	83	88	FC Bayern München	34	85.0	2203	Right	3.0	4.0	3.0	High/ High	Lean	Yes	CM	2018-07-01	2022-01-01	74	174	80	80	80	82	82	82	82	82	83	83	83	83	84	84	84	83	83	83	83	83	83	82	80	80	80	82	75.0	72.0	75.0	84.0	68.0	81.0	76.0	75.0	79.0	83.0	84.0	79.0	76.0	83.0	70.0	77.0	67.0	86.0	70.0	78.0	80.0	83.0	77.0	82.0	60.0	80.0	70.0	79.0	78.0	13.0	8.0	15.0	11.0	9.0	58.7	2018.0	2022	4.0	Midfield
172	208618	Lucas Vázquez	27	Spain	83	83	Real Madrid	27	205.0	2048	Right	2.0	4.0	4.0	High/ High	Normal	Yes	RW	2015-07-02	2021-01-01	68	154	77	77	77	83	82	82	82	83	83	83	83	84	80	80	80	84	71	67	67	67	71	67	57	57	57	67	86.0	73.0	52.0	83.0	54.0	82.0	82.0	75.0	75.0	83.0	84.0	79.0	79.0	85.0	84.0	82.0	68.0	90.0	57.0	80.0	65.0	44.0	81.0	83.0	56.0	75.0	42.0	50.0	44.0	9.0	16.0	9.0	9.0	7.0	55.4	2015.0	2021	6.0	Attacking
176	207410	M. Kovačić	24	Croatia	83	89	Chelsea	35	165.0	2115	Right	3.0	4.0	4.0	High/ High	Normal	Yes	LCM	NaT	2019-06-30	69	172	74	74	74	82	81	81	81	82	84	84	84	83	85	85	85	83	79	81	81	81	79	77	72	72	72	77	73.0	62.0	42.0	87.0	76.0	88.0	78.0	68.0	82.0	89.0	84.0	74.0	81.0	70.0	85.0	79.0	63.0	82.0	65.0	75.0	77.0	78.0	69.0	88.0	59.0	72.0	69.0	75.0	63.0	9.0	5.0	6.0	7.0	7.0	19.8	2017.0	2019	2.0	Midfield
177	206585	Kepa	23	Spain	83	91	Chelsea	28.5	84.0	1223	Right	1.0	4.0	1.0	Medium/ Medium	Lean	Yes	GK	2018-08-08	2025-01-01	73	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	25.0	11.0	17.0	32.0	18.0	10.0	25.0	19.0	36.0	16.0	34.0	33.0	41.0	79.0	39.0	25.0	71.0	37.0	51.0	14.0	18.0	21.0	15.0	55.0	24.0	63.0	19.0	18.0	16.0	84.0	80.0	76.0	80.0	84.0	58.4	2018.0	2025	7.0	Goalkeeper
179	206113	S. Gnabry	22	Germany	83	88	FC Bayern München	34.5	85.0	2041	Right	2.0	4.0	4.0	High/ Medium	Normal	Yes	ST	2017-07-01	2020-01-01	69	165	80	80	80	84	83	83	83	84	82	82	82	82	76	76	76	82	67	64	64	64	67	64	56	56	56	64	74.0	81.0	46.0	79.0	83.0	87.0	64.0	62.0	68.0	83.0	92.0	90.0	87.0	80.0	88.0	85.0	64.0	68.0	68.0	81.0	63.0	38.0	80.0	74.0	68.0	74.0	45.0	48.0	45.0	14.0	10.0	10.0	9.0	7.0	59.5	2017.0	2020	3.0	Attacking
181	204639	S. Savić	27	Montenegro	83	86	Atlético Madrid	26	67.0	1696	Right	2.0	3.0	2.0	Medium/ High	Lean	Yes	CB	2015-07-20	2020-01-01	74	174	55	55	55	53	54	54	54	53	56	56	56	56	63	63	63	56	70	77	77	77	70	74	83	83	83	74	35.0	34.0	85.0	72.0	27.0	47.0	34.0	28.0	69.0	68.0	55.0	61.0	61.0	82.0	49.0	43.0	87.0	58.0	77.0	31.0	83.0	84.0	29.0	41.0	37.0	75.0	86.0	83.0	84.0	14.0	13.0	14.0	13.0	12.0	55.3	2015.0	2020	5.0	Defending
182	203574	J. Stones	24	England	83	87	Manchester City	28.5	125.0	1858	Right	2.0	4.0	3.0	High/ Medium	Lean	Yes	RCB	2016-08-09	2022-01-01	74	154	61	61	61	66	65	65	65	66	68	68	68	70	74	74	74	70	79	82	82	82	79	80	83	83	83	80	62.0	29.0	83.0	81.0	27.0	69.0	47.0	29.0	74.0	80.0	67.0	71.0	61.0	82.0	59.0	46.0	75.0	79.0	77.0	38.0	79.0	81.0	48.0	67.0	44.0	80.0	85.0	85.0	82.0	7.0	15.0	11.0	10.0	8.0	54.9	2016.0	2022	6.0	Defending
183	202651	Suso	24	Spain	83	86	Milan	33	115.0	1959	Left	3.0	3.0	4.0	High/ Medium	Lean	No	RW	2015-01-17	2022-01-01	69	154	77	77	77	85	84	84	84	85	86	86	86	85	79	79	79	85	63	59	59	59	63	58	45	45	45	58	84.0	70.0	50.0	86.0	72.0	88.0	87.0	80.0	75.0	89.0	83.0	77.0	86.0	78.0	84.0	78.0	50.0	77.0	56.0	87.0	23.0	20.0	76.0	84.0	72.0	76.0	50.0	23.0	18.0	15.0	15.0	9.0	8.0	9.0	58.6	2015.0	2022	7.0	Attacking
184	202166	J. Draxler	24	Germany	83	86	Paris Saint-Germain	32.5	91.0	2112	Right	3.0	5.0	4.0	Medium/ Medium	Lean	Yes	CM	2017-01-03	2021-01-01	74	170	82	82	82	86	85	85	85	86	86	86	86	85	83	83	83	85	73	72	72	72	73	70	64	64	64	70	83.0	78.0	65.0	84.0	84.0	88.0	78.0	76.0	79.0	89.0	78.0	77.0	80.0	83.0	75.0	86.0	75.0	69.0	66.0	82.0	48.0	66.0	79.0	84.0	63.0	83.0	39.0	64.0	44.0	11.0	13.0	5.0	13.0	8.0	62.6	2017.0	2021	4.0	Midfield
186	200949	Lucas Moura	25	Brazil	83	84	Tottenham Hotspur	31	115.0	2075	Right	3.0	3.0	4.0	High/ Medium	Normal	Yes	RM	2018-01-31	2023-01-01	69	154	79	79	79	84	83	83	83	84	83	83	83	83	77	77	77	83	69	65	65	65	69	66	57	57	57	66	75.0	78.0	50.0	77.0	70.0	88.0	69.0	74.0	74.0	81.0	94.0	90.0	94.0	76.0	90.0	79.0	77.0	75.0	59.0	76.0	72.0	50.0	80.0	74.0	74.0	80.0	31.0	43.0	51.0	9.0	10.0	14.0	7.0	14.0	59.7	2018.0	2023	5.0	Midfield
188	200724	Nacho Fernández	28	Spain	83	85	Real Madrid	24.5	180.0	1855	Right	2.0	4.0	2.0	Medium/ High	Normal	Yes	CB	2010-08-01	2021-01-01	71	168	60	60	60	63	61	61	61	63	62	62	62	66	68	68	68	66	79	79	79	79	79	81	82	82	82	81	70.0	32.0	82.0	80.0	38.0	55.0	55.0	37.0	61.0	78.0	70.0	79.0	60.0	79.0	68.0	54.0	81.0	78.0	79.0	28.0	78.0	81.0	37.0	53.0	45.0	73.0	75.0	86.0	85.0	12.0	7.0	10.0	15.0	7.0	52.1	2010.0	2021	11.0	Defending
190	199914	Allan	27	Brazil	83	83	Napoli	26.5	87.0	2157	Right	2.0	3.0	4.0	Medium/ High	Normal	No	RCM	2015-07-22	2023-01-01	69	163	76	76	76	80	80	80	80	80	81	81	81	81	83	83	83	81	84	85	85	85	84	84	82	82	82	84	70.0	72.0	59.0	85.0	56.0	82.0	65.0	49.0	77.0	80.0	81.0	74.0	82.0	86.0	80.0	70.0	70.0	95.0	77.0	66.0	87.0	86.0	79.0	79.0	53.0	79.0	85.0	85.0	83.0	13.0	13.0	5.0	5.0	8.0	45.1	2015.0	2023	8.0	Midfield
191	199845	F. Acerbi	30	Italy	83	83	Lazio	19	64.0	1849	Left	2.0	3.0	3.0	Medium/ Medium	Normal	No	CB	2018-07-11	2023-01-01	76	194	60	60	60	57	61	61	61	57	63	63	63	61	71	71	71	61	73	81	81	81	73	76	83	83	83	76	25.0	37.0	80.0	73.0	39.0	65.0	62.0	56.0	77.0	72.0	65.0	55.0	33.0	81.0	35.0	75.0	68.0	81.0	83.0	60.0	73.0	85.0	20.0	65.0	72.0	85.0	87.0	87.0	85.0	11.0	9.0	9.0	13.0	11.0	32.3	2018.0	2023	5.0	Defending
192	199564	Sergi Roberto	26	Spain	83	86	FC Barcelona	26.5	170.0	2106	Right	3.0	3.0	4.0	High/ High	Normal	Yes	RB	2013-07-01	2022-01-01	70	150	74	74	74	80	79	79	79	80	81	81	81	82	83	83	83	82	85	83	83	83	85	84	79	79	79	84	85.0	63.0	72.0	86.0	50.0	78.0	74.0	60.0	78.0	83.0	78.0	79.0	69.0	80.0	74.0	65.0	47.0	85.0	69.0	66.0	68.0	81.0	69.0	83.0	57.0	76.0	75.0	83.0	83.0	14.0	16.0	11.0	15.0	10.0	56.3	2013.0	2022	9.0	Defending
199	192883	H. Mkhitaryan	29	Armenia	83	83	Arsenal	25.5	145.0	2100	Right	3.0	5.0	4.0	Medium/ Medium	Normal	Yes	RM	2018-01-22	2021-01-01	70	165	79	79	79	84	83	83	83	84	84	84	84	83	81	81	81	83	73	71	71	71	73	70	62	62	62	70	77.0	74.0	53.0	80.0	81.0	84.0	83.0	64.0	71.0	86.0	84.0	78.0	87.0	79.0	85.0	85.0	69.0	83.0	62.0	73.0	69.0	64.0	82.0	84.0	72.0	76.0	41.0	53.0	55.0	5.0	11.0	14.0	5.0	7.0	48.5	2018.0	2021	3.0	Midfield
200	192638	Marcos Alonso	27	Spain	83	84	Chelsea	24	130.0	2201	Left	2.0	3.0	3.0	High/ Low	Lean	Yes	LB	2016-08-31	2023-01-01	74	192	80	80	80	79	80	80	80	79	79	79	79	81	81	81	81	81	83	82	82	82	83	83	81	81	81	83	85.0	68.0	83.0	84.0	70.0	79.0	85.0	86.0	73.0	83.0	69.0	76.0	64.0	84.0	58.0	84.0	71.0	90.0	76.0	77.0	75.0	79.0	79.0	69.0	64.0	76.0	79.0	82.0	79.0	9.0	7.0	13.0	9.0	12.0	46.2	2016.0	2023	7.0	Defending
209	179944	David Luiz	31	Brazil	83	83	Chelsea	17.5	130.0	2074	Right	4.0	3.0	3.0	Medium/ Medium	Normal	Yes	LCB	2016-08-31	2019-01-01	74	190	71	71	71	70	70	70	70	70	72	72	72	71	76	76	76	71	77	81	81	81	77	78	83	83	83	78	68.0	55.0	81.0	77.0	63.0	66.0	70.0	76.0	77.0	79.0	59.0	62.0	69.0	75.0	56.0	79.0	78.0	66.0	79.0	73.0	85.0	85.0	54.0	69.0	75.0	77.0	79.0	83.0	82.0	11.0	12.0	10.0	7.0	14.0	32.4	2016.0	2019	3.0	Defending
211	178088	Juan Mata	30	Spain	83	83	Manchester United	24.5	160.0	1984	Left	3.0	3.0	4.0	Medium/ Medium	Lean	Yes	RM	2014-01-25	2019-01-01	67	139	77	77	77	83	83	83	83	83	85	85	85	83	80	80	80	83	64	63	63	63	64	59	49	49	49	59	83.0	78.0	56.0	85.0	71.0	82.0	84.0	86.0	79.0	88.0	69.0	62.0	84.0	85.0	89.0	75.0	70.0	71.0	37.0	72.0	50.0	39.0	83.0	85.0	81.0	87.0	42.0	31.0	21.0	9.0	10.0	14.0	5.0	8.0	45.3	2014.0	2019	5.0	Midfield
212	178086	Adán	31	Spain	83	83	Atlético Madrid	15.5	55.0	1299	Left	2.0	2.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-10	2020-01-01	75	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	11.0	23.0	34.0	15.0	12.0	11.0	12.0	43.0	15.0	56.0	54.0	55.0	77.0	51.0	25.0	71.0	32.0	77.0	12.0	41.0	20.0	11.0	42.0	25.0	63.0	20.0	14.0	18.0	81.0	84.0	78.0	84.0	83.0	31.8	2018.0	2020	2.0	Goalkeeper
215	177610	Javi Martínez	29	Spain	83	83	FC Bayern München	20	94.0	1948	Right	3.0	3.0	2.0	Medium/ Medium	Normal	Yes	CDM	2012-08-29	2021-01-01	76	190	67	67	67	65	67	67	67	65	69	69	69	67	76	76	76	67	78	84	84	84	78	79	87	87	87	79	60.0	43.0	87.0	77.0	58.0	60.0	46.0	45.0	74.0	74.0	49.0	53.0	53.0	83.0	48.0	76.0	85.0	74.0	84.0	62.0	90.0	87.0	51.0	75.0	52.0	80.0	85.0	86.0	86.0	5.0	12.0	9.0	11.0	8.0	33	2012.0	2021	9.0	Midfield
217	176266	Lucas Leiva	31	Brazil	83	83	Lazio	17.5	64.0	2095	Right	3.0	3.0	3.0	Medium/ High	Normal	Yes	LDM	2017-07-18	2020-01-01	70	172	74	74	74	75	76	76	76	75	78	78	78	77	81	81	81	77	80	84	84	84	80	80	82	82	82	80	63.0	62.0	72.0	82.0	59.0	77.0	74.0	47.0	81.0	78.0	67.0	67.0	78.0	82.0	80.0	77.0	82.0	80.0	67.0	66.0	80.0	87.0	66.0	81.0	61.0	86.0	82.0	82.0	78.0	10.0	8.0	8.0	5.0	6.0	29.8	2017.0	2020	3.0	Midfield
219	162895	Cesc Fàbregas	31	Spain	83	83	Chelsea	22	140.0	2040	Right	4.0	3.0	3.0	High/ Medium	Normal	Yes	CM	2014-07-01	2019-01-01	70	170	77	77	77	79	80	80	80	79	83	83	83	80	82	82	82	80	71	73	73	73	71	69	65	65	65	69	85.0	72.0	74.0	90.0	81.0	79.0	78.0	81.0	89.0	85.0	56.0	54.0	62.0	81.0	75.0	77.0	63.0	56.0	61.0	70.0	45.0	50.0	72.0	91.0	78.0	92.0	64.0	59.0	58.0	6.0	10.0	8.0	15.0	15.0	40.7	2014.0	2019	5.0	Midfield
220	162240	M. Dembélé	30	Belgium	83	83	Tottenham Hotspur	24	120.0	2177	Left	3.0	2.0	4.0	Medium/ Medium	Normal	Yes	CM	2012-08-01	2019-01-01	73	181	79	79	79	81	82	82	82	81	83	83	83	81	84	84	84	81	80	84	84	84	80	79	82	82	82	79	65.0	66.0	70.0	86.0	73.0	89.0	65.0	55.0	80.0	89.0	72.0	72.0	79.0	83.0	76.0	81.0	75.0	70.0	89.0	70.0	79.0	82.0	70.0	80.0	63.0	90.0	75.0	82.0	70.0	16.0	14.0	11.0	16.0	14.0	44.4	2012.0	2019	7.0	Midfield
221	156616	F. Ribéry	35	France	83	83	FC Bayern München	11.5	72.0	1929	Right	4.0	4.0	5.0	Medium/ Medium	Normal	Yes	LM	2007-07-01	2019-01-01	67	159	77	77	77	83	82	82	82	83	84	84	84	83	77	77	77	83	62	60	60	60	62	57	46	46	46	57	80.0	74.0	41.0	83.0	79.0	84.0	83.0	81.0	74.0	87.0	78.0	78.0	84.0	83.0	90.0	75.0	34.0	58.0	60.0	71.0	51.0	33.0	77.0	84.0	78.0	85.0	31.0	25.0	26.0	15.0	6.0	9.0	7.0	10.0	19	2007.0	2019	12.0	Midfield
223	53302	D. De Rossi	34	Italy	83	83	Roma	8	80.0	2101	Right	3.0	4.0	2.0	Medium/ High	Normal	Yes	RDM	2002-07-01	2019-01-01	72	183	71	71	71	69	71	71	71	69	73	73	73	71	78	78	78	71	79	84	84	84	79	80	85	85	85	80	57.0	50.0	81.0	81.0	74.0	64.0	62.0	71.0	80.0	77.0	63.0	67.0	64.0	80.0	72.0	81.0	77.0	74.0	81.0	72.0	84.0	87.0	55.0	71.0	75.0	87.0	90.0	82.0	80.0	10.0	7.0	13.0	10.0	9.0	13.6	2002.0	2019	17.0	Midfield
224	24630	Pepe Reina	35	Spain	83	83	Milan	6	56.0	1299	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-02	2021-01-01	74	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	14.0	13.0	19.0	11.0	10.0	11.0	11.0	22.0	23.0	50.0	63.0	50.0	82.0	60.0	24.0	73.0	34.0	72.0	15.0	32.0	22.0	13.0	65.0	24.0	64.0	20.0	22.0	24.0	80.0	83.0	82.0	82.0	82.0	10.2	2018.0	2021	3.0	Goalkeeper
227	231866	Rodri	22	Spain	82	87	Atlético Madrid	29	59.0	2055	Right	1.0	3.0	4.0	Medium/ High	Lean	Yes	CM	2018-07-01	2023-01-01	75	181	75	75	75	76	77	77	77	76	79	79	79	77	82	82	82	77	78	80	80	80	78	77	77	77	77	77	63.0	64.0	75.0	83.0	59.0	77.0	65.0	54.0	80.0	82.0	70.0	66.0	69.0	79.0	72.0	70.0	69.0	86.0	75.0	76.0	63.0	80.0	75.0	83.0	46.0	78.0	71.0	80.0	74.0	10.0	10.0	7.0	14.0	8.0	61.6	2018.0	2023	5.0	Midfield
228	230658	Arthur	21	Brazil	82	90	FC Barcelona	32.5	125.0	2120	Right	1.0	3.0	4.0	Medium/ Medium	Normal	No	LCM	2018-07-09	2024-01-01	67	161	75	75	75	79	80	80	80	79	81	81	81	80	82	82	82	80	77	78	78	78	77	75	73	73	73	75	70.0	72.0	58.0	85.0	63.0	82.0	68.0	60.0	80.0	83.0	68.0	70.0	79.0	81.0	86.0	76.0	83.0	78.0	62.0	74.0	73.0	75.0	77.0	82.0	69.0	84.0	65.0	76.0	70.0	6.0	13.0	13.0	11.0	12.0	73.1	2018.0	2024	6.0	Midfield
229	230621	G. Donnarumma	19	Italy	82	93	Milan	29	23.0	1278	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2015-07-01	2021-01-01	77	198	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	12.0	12.0	34.0	8.0	28.0	12.0	14.0	24.0	28.0	46.0	54.0	64.0	74.0	38.0	24.0	72.0	34.0	72.0	18.0	30.0	26.0	14.0	50.0	24.0	68.0	20.0	14.0	16.0	88.0	78.0	72.0	78.0	88.0	55.1	2015.0	2021	6.0	Goalkeeper
233	227055	Gelson Martins	23	Portugal	82	87	Atlético Madrid	29.5	59.0	2023	Right	3.0	3.0	5.0	High/ Medium	Lean	No	RM	2018-07-25	2023-01-01	68	159	77	77	77	84	82	82	82	84	82	82	82	84	76	76	76	84	71	65	65	65	71	68	56	56	56	68	81.0	66.0	51.0	78.0	74.0	85.0	82.0	60.0	55.0	83.0	95.0	94.0	94.0	83.0	92.0	72.0	65.0	87.0	48.0	69.0	60.0	43.0	82.0	79.0	66.0	85.0	54.0	46.0	36.0	12.0	9.0	7.0	6.0	9.0	62.7	2018.0	2023	5.0	Midfield
235	223959	L. Torreira	22	Uruguay	82	87	Arsenal	25	98.0	2111	Right	2.0	3.0	3.0	Medium/ High	Normal	No	LCM	2018-07-12	2023-01-01	66	141	70	70	70	76	75	75	75	76	77	77	77	77	80	80	80	77	82	83	83	83	82	81	79	79	79	81	74.0	50.0	55.0	83.0	65.0	78.0	66.0	76.0	77.0	81.0	81.0	74.0	83.0	79.0	93.0	78.0	52.0	85.0	66.0	74.0	85.0	87.0	65.0	74.0	48.0	78.0	84.0	84.0	75.0	5.0	5.0	13.0	7.0	9.0	49.4	2018.0	2023	5.0	Midfield
236	222737	Malcom	21	Brazil	82	89	FC Barcelona	31.5	140.0	1984	Left	2.0	4.0	4.0	Medium/ Medium	Normal	No	RW	2018-07-24	2023-01-01	68	163	79	79	79	84	83	83	83	84	84	84	84	83	77	77	77	83	60	57	57	57	60	55	45	45	45	55	79.0	75.0	57.0	82.0	71.0	85.0	77.0	81.0	73.0	85.0	87.0	82.0	92.0	80.0	84.0	85.0	58.0	74.0	64.0	85.0	53.0	26.0	79.0	83.0	68.0	78.0	21.0	28.0	17.0	8.0	14.0	15.0	7.0	9.0	70.9	2018.0	2023	5.0	Attacking
238	220814	L. Hernández	22	France	82	88	Atlético Madrid	25.5	53.0	1953	Left	1.0	3.0	3.0	Medium/ High	Normal	Yes	LB	2015-07-01	2024-01-01	72	168	67	67	67	70	69	69	69	70	70	70	70	73	72	72	72	73	82	80	80	80	82	83	83	83	83	83	78.0	42.0	83.0	80.0	38.0	65.0	53.0	28.0	63.0	79.0	80.0	84.0	70.0	80.0	67.0	62.0	83.0	82.0	76.0	47.0	86.0	81.0	57.0	61.0	34.0	76.0	76.0	83.0	86.0	10.0	7.0	8.0	14.0	10.0	57.4	2015.0	2024	9.0	Defending
239	220440	C. Lenglet	23	France	82	88	FC Barcelona	26	135.0	1775	Left	1.0	4.0	2.0	Medium/ High	Lean	Yes	LCB	2018-07-12	2023-01-01	73	179	59	59	59	60	62	62	62	60	64	64	64	64	70	70	70	64	74	79	79	79	74	77	82	82	82	77	36.0	23.0	78.0	78.0	24.0	60.0	25.0	27.0	69.0	76.0	72.0	73.0	62.0	79.0	60.0	58.0	79.0	73.0	80.0	35.0	80.0	82.0	47.0	60.0	43.0	74.0	85.0	82.0	81.0	10.0	10.0	9.0	12.0	7.0	58.5	2018.0	2023	5.0	Defending
241	216267	A. Robertson	24	Scotland	82	87	Liverpool	24.5	98.0	2023	Left	1.0	2.0	3.0	High/ High	Lean	Yes	LB	2017-07-21	2021-01-01	70	141	70	70	70	76	74	74	74	76	75	75	75	78	76	76	76	78	83	79	79	79	83	82	77	77	77	82	86.0	57.0	63.0	76.0	32.0	76.0	74.0	30.0	68.0	78.0	81.0	86.0	78.0	81.0	74.0	67.0	59.0	89.0	66.0	60.0	78.0	80.0	66.0	74.0	55.0	73.0	80.0	81.0	78.0	11.0	8.0	10.0	7.0	14.0	48.4	2017.0	2021	4.0	Defending
243	212404	F. Bernardeschi	24	Italy	82	87	Juventus	29.5	110.0	2096	Left	2.0	3.0	5.0	High/ High	Lean	Yes	RM	2017-07-24	2022-01-01	73	170	77	77	77	83	82	82	82	83	83	83	83	83	80	80	80	83	73	70	70	70	73	70	61	61	61	70	82.0	70.0	50.0	82.0	74.0	86.0	82.0	80.0	72.0	87.0	83.0	83.0	85.0	80.0	79.0	82.0	49.0	80.0	63.0	82.0	52.0	66.0	78.0	80.0	72.0	83.0	65.0	46.0	42.0	14.0	15.0	10.0	13.0	12.0	50.9	2017.0	2022	5.0	Midfield
245	211320	D. Rugani	23	Italy	82	86	Juventus	24.5	95.0	1705	Right	2.0	3.0	2.0	Low/ Medium	Lean	Yes	CB	2015-02-04	2021-01-01	75	185	57	57	57	56	57	57	57	56	58	58	58	58	63	63	63	58	72	76	76	76	72	75	82	82	82	75	40.0	33.0	80.0	65.0	35.0	64.0	45.0	25.0	59.0	65.0	56.0	67.0	59.0	78.0	53.0	58.0	81.0	67.0	79.0	39.0	72.0	86.0	28.0	50.0	36.0	70.0	87.0	86.0	82.0	5.0	10.0	5.0	5.0	5.0	42.3	2015.0	2021	6.0	Defending
246	210617	Samu Castillejo	23	Spain	82	86	Milan	29	94.0	1968	Left	2.0	2.0	4.0	Medium/ High	Lean	Yes	RM	2018-08-17	2023-01-01	72	148	76	76	76	83	82	82	82	83	83	83	83	82	77	77	77	82	65	63	63	63	65	61	52	52	52	61	81.0	77.0	43.0	80.0	58.0	85.0	78.0	75.0	77.0	83.0	85.0	86.0	83.0	82.0	78.0	78.0	63.0	55.0	50.0	73.0	48.0	50.0	81.0	81.0	59.0	71.0	45.0	43.0	25.0	13.0	16.0	15.0	8.0	14.0	51.5	2018.0	2023	5.0	Midfield
247	210514	João Cancelo	24	Portugal	82	88	Juventus	25.5	95.0	2174	Right	2.0	3.0	4.0	High/ Medium	Lean	No	RB	2018-07-01	2023-01-01	72	163	76	76	76	81	80	80	80	81	80	80	80	83	80	80	80	83	84	80	80	80	84	83	77	77	77	83	85.0	58.0	64.0	78.0	62.0	84.0	83.0	69.0	75.0	83.0	91.0	91.0	78.0	82.0	74.0	80.0	73.0	89.0	66.0	66.0	73.0	77.0	78.0	74.0	46.0	77.0	79.0	79.0	79.0	6.0	9.0	15.0	14.0	14.0	47.2	2018.0	2023	5.0	Defending
248	210413	A. Romagnoli	23	Italy	82	89	Milan	26.5	84.0	1750	Left	2.0	3.0	2.0	Medium/ High	Normal	No	LCB	2015-08-11	2022-01-01	74	172	58	58	58	57	58	58	58	57	59	59	59	60	65	65	65	60	73	78	78	78	73	76	83	83	83	76	36.0	30.0	76.0	70.0	28.0	65.0	36.0	24.0	69.0	69.0	63.0	69.0	60.0	78.0	53.0	64.0	78.0	75.0	81.0	46.0	84.0	85.0	31.0	40.0	34.0	76.0	88.0	85.0	81.0	9.0	14.0	12.0	8.0	9.0	50.4	2015.0	2022	7.0	Defending
249	209989	T. Partey	25	Ghana	82	88	Atlético Madrid	25.5	59.0	2068	Right	1.0	3.0	3.0	High/ High	Lean	Yes	CDM	2015-07-01	2023-01-01	73	170	73	73	73	74	75	75	75	74	77	77	77	76	80	80	80	76	79	82	82	82	79	79	81	81	81	79	58.0	63.0	68.0	85.0	53.0	78.0	62.0	58.0	79.0	81.0	73.0	76.0	72.0	77.0	53.0	79.0	84.0	87.0	81.0	75.0	76.0	79.0	60.0	73.0	46.0	75.0	80.0	83.0	80.0	11.0	13.0	9.0	9.0	7.0	57.4	2015.0	2023	8.0	Midfield
250	209297	Fred	25	Brazil	82	84	Manchester United	26.5	140.0	2180	Left	1.0	4.0	4.0	High/ High	Lean	No	CM	2018-06-21	2023-01-01	67	141	76	76	76	79	79	79	79	79	81	81	81	80	82	82	82	80	80	81	81	81	80	79	75	75	75	79	67.0	74.0	55.0	85.0	70.0	79.0	70.0	72.0	80.0	86.0	77.0	79.0	84.0	82.0	87.0	76.0	83.0	87.0	61.0	76.0	73.0	80.0	69.0	76.0	65.0	82.0	76.0	78.0	69.0	7.0	16.0	15.0	11.0	15.0	51	2018.0	2023	5.0	Midfield
254	207494	J. Lingard	25	England	82	83	Manchester United	26.5	140.0	2095	Right	2.0	3.0	4.0	High/ High	Lean	Yes	CAM	2010-07-01	2021-01-01	69	137	80	80	80	83	83	83	83	83	83	83	83	82	78	78	78	82	72	69	69	69	72	69	62	62	62	69	74.0	78.0	64.0	78.0	70.0	83.0	80.0	63.0	66.0	83.0	84.0	82.0	86.0	83.0	86.0	80.0	63.0	87.0	53.0	80.0	73.0	53.0	86.0	82.0	65.0	84.0	65.0	50.0	44.0	14.0	10.0	8.0	13.0	9.0	51	2010.0	2021	11.0	Midfield
257	205452	A. Rüdiger	25	Germany	82	84	Chelsea	22.5	110.0	1843	Right	2.0	3.0	2.0	Medium/ High	Lean	Yes	CB	2017-07-09	2022-01-01	75	187	60	60	60	61	60	60	60	61	62	62	62	64	67	67	67	64	76	78	78	78	76	78	83	83	83	78	68.0	27.0	80.0	75.0	34.0	59.0	35.0	56.0	72.0	69.0	67.0	78.0	59.0	82.0	50.0	70.0	73.0	60.0	82.0	41.0	88.0	80.0	33.0	57.0	40.0	72.0	82.0	85.0	82.0	14.0	15.0	10.0	12.0	8.0	43.3	2017.0	2022	5.0	Defending
258	203551	A. Florenzi	27	Italy	82	83	Roma	20.5	73.0	2253	Right	3.0	3.0	4.0	High/ Medium	Lean	Yes	RB	2010-07-01	2023-01-01	68	148	80	80	80	81	81	81	81	81	81	81	81	82	81	81	81	82	82	80	80	80	82	82	79	79	79	82	77.0	70.0	72.0	77.0	87.0	78.0	73.0	79.0	75.0	79.0	86.0	84.0	87.0	80.0	82.0	82.0	74.0	90.0	67.0	82.0	79.0	78.0	82.0	76.0	76.0	79.0	76.0	79.0	78.0	9.0	8.0	10.0	11.0	10.0	36.4	2010.0	2023	13.0	Defending
260	202371	T. Meunier	26	Belgium	82	83	Paris Saint-Germain	21	87.0	2162	Right	2.0	4.0	3.0	High/ High	Normal	Yes	RM	2016-07-03	2020-01-01	75	198	80	80	80	80	80	80	80	80	79	79	79	81	80	80	80	81	83	81	81	81	83	82	80	80	80	82	83.0	76.0	75.0	82.0	79.0	75.0	74.0	56.0	74.0	82.0	74.0	81.0	63.0	80.0	49.0	77.0	72.0	92.0	85.0	78.0	73.0	76.0	80.0	71.0	65.0	78.0	77.0	82.0	80.0	8.0	13.0	15.0	6.0	9.0	40.4	2016.0	2020	4.0	Midfield
263	201400	Rafinha	25	Brazil	82	87	FC Barcelona	29.5	165.0	2091	Left	2.0	4.0	4.0	High/ High	Normal	Yes	CAM	2013-07-01	2020-01-01	69	157	77	77	77	81	81	81	81	81	83	83	83	80	81	81	81	80	75	75	75	75	75	73	70	70	70	73	72.0	73.0	55.0	86.0	76.0	87.0	75.0	61.0	76.0	84.0	71.0	70.0	80.0	79.0	80.0	79.0	73.0	67.0	66.0	82.0	44.0	70.0	77.0	81.0	67.0	80.0	68.0	74.0	66.0	11.0	6.0	15.0	13.0	7.0	62.7	2013.0	2020	7.0	Midfield
265	201153	Morata	25	Spain	82	85	Chelsea	28.5	135.0	1886	Right	3.0	4.0	3.0	High/ High	Normal	Yes	ST	2017-07-21	2022-01-01	74	187	84	84	84	82	83	83	83	82	81	81	81	80	71	71	71	80	59	55	55	55	59	55	51	51	51	55	73.0	80.0	86.0	78.0	80.0	83.0	76.0	44.0	51.0	82.0	76.0	86.0	66.0	79.0	60.0	80.0	84.0	68.0	78.0	72.0	56.0	24.0	85.0	76.0	70.0	76.0	37.0	14.0	20.0	4.0	5.0	4.0	4.0	5.0	54.9	2017.0	2022	5.0	Attacking
266	199987	J. Cillessen	29	Netherlands	82	84	FC Barcelona	18	135.0	1292	Right	3.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2016-08-25	2021-01-01	73	183	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	10.0	12.0	47.0	19.0	12.0	10.0	10.0	33.0	32.0	54.0	50.0	48.0	78.0	50.0	35.0	71.0	40.0	67.0	15.0	25.0	25.0	11.0	60.0	21.0	61.0	18.0	12.0	11.0	80.0	83.0	75.0	81.0	80.0	38.3	2016.0	2021	5.0	Goalkeeper
271	198706	Luis Alberto	25	Spain	82	85	Lazio	28.5	67.0	1941	Right	2.0	3.0	4.0	High/ Medium	Lean	Yes	CF	2016-08-31	2022-01-01	72	163	79	79	79	84	84	84	84	84	86	86	86	84	81	81	81	84	62	61	61	61	62	56	46	46	46	56	76.0	80.0	49.0	88.0	76.0	86.0	86.0	81.0	87.0	88.0	77.0	72.0	79.0	83.0	74.0	77.0	54.0	73.0	67.0	77.0	29.0	28.0	81.0	87.0	56.0	72.0	44.0	25.0	18.0	6.0	8.0	6.0	12.0	11.0	50.6	2016.0	2022	6.0	Attacking
278	193283	T. Delaney	26	Denmark	82	83	Borussia Dortmund	21.5	61.0	2211	Left	2.0	4.0	3.0	High/ High	Normal	No	LCM	2018-07-01	2022-01-01	72	174	78	78	78	76	78	78	78	76	78	78	78	78	80	80	80	78	81	82	82	82	81	82	83	83	83	82	67.0	72.0	83.0	79.0	66.0	73.0	71.0	68.0	77.0	77.0	76.0	78.0	73.0	81.0	74.0	78.0	91.0	90.0	79.0	74.0	84.0	85.0	75.0	77.0	60.0	81.0	80.0	82.0	81.0	8.0	12.0	11.0	14.0	15.0	38.2	2018.0	2022	4.0	Midfield
280	192318	M. Götze	26	Germany	82	85	Borussia Dortmund	27	67.0	2101	Right	4.0	4.0	4.0	Medium/ Medium	Normal	Yes	CM	2016-08-01	2020-01-01	69	165	78	78	78	83	83	83	83	83	85	85	85	84	84	84	84	84	75	75	75	75	75	71	66	66	66	71	78.0	75.0	51.0	87.0	86.0	84.0	81.0	72.0	82.0	90.0	74.0	64.0	86.0	84.0	85.0	68.0	58.0	73.0	68.0	66.0	58.0	65.0	81.0	86.0	77.0	85.0	63.0	53.0	57.0	14.0	7.0	12.0	6.0	10.0	47.9	2016.0	2020	4.0	Midfield
281	192227	S. Mustafi	26	Germany	82	84	Arsenal	22.5	115.0	1914	Right	3.0	3.0	2.0	Medium/ High	Normal	Yes	RCB	2016-08-30	2021-01-01	72	181	67	67	67	64	65	65	65	64	66	66	66	65	70	70	70	65	75	79	79	79	75	77	83	83	83	77	53.0	58.0	81.0	77.0	51.0	53.0	55.0	47.0	69.0	70.0	58.0	65.0	63.0	82.0	67.0	66.0	83.0	68.0	78.0	52.0	82.0	82.0	50.0	55.0	54.0	73.0	80.0	82.0	82.0	11.0	9.0	15.0	10.0	6.0	44.4	2016.0	2021	5.0	Defending
282	191180	J. Pastore	29	Argentina	82	82	Roma	21.5	84.0	2050	Right	3.0	4.0	4.0	High/ Medium	Lean	Yes	CAM	2018-07-01	2022-01-01	74	172	78	78	78	83	83	83	83	83	85	85	85	82	83	83	83	82	72	73	73	73	72	69	64	64	64	69	77.0	73.0	61.0	86.0	78.0	87.0	83.0	69.0	83.0	86.0	69.0	69.0	79.0	78.0	63.0	78.0	49.0	62.0	64.0	76.0	65.0	69.0	78.0	87.0	75.0	80.0	45.0	59.0	51.0	14.0	9.0	6.0	10.0	12.0	36.6	2018.0	2022	4.0	Midfield
283	189505	Pedro	30	Spain	82	82	Chelsea	21	140.0	1968	Right	3.0	5.0	4.0	High/ High	Lean	Yes	RW	2015-08-20	2020-01-01	67	143	78	78	78	83	83	83	83	83	83	83	83	82	77	77	77	82	66	64	64	64	66	62	53	53	53	62	78.0	78.0	55.0	80.0	70.0	84.0	81.0	57.0	71.0	85.0	79.0	74.0	82.0	81.0	80.0	77.0	66.0	70.0	47.0	79.0	56.0	49.0	82.0	77.0	66.0	77.0	49.0	32.0	31.0	5.0	11.0	12.0	15.0	9.0	38.9	2015.0	2020	5.0	Attacking
284	189125	G. Bonaventura	28	Italy	82	82	Milan	22	115.0	2207	Right	3.0	3.0	4.0	High/ Medium	Lean	No	CM	2014-09-01	2020-01-01	71	165	80	80	80	83	83	83	83	83	84	84	84	83	84	84	84	83	81	80	80	80	81	79	75	75	75	79	82.0	70.0	70.0	84.0	78.0	83.0	78.0	78.0	80.0	85.0	75.0	77.0	77.0	82.0	77.0	84.0	69.0	84.0	66.0	86.0	68.0	72.0	78.0	82.0	68.0	82.0	74.0	72.0	68.0	10.0	14.0	7.0	15.0	14.0	37.4	2014.0	2020	6.0	Midfield
285	189117	R. Bürki	27	Switzerland	82	85	Borussia Dortmund	18.5	50.0	1245	Right	3.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2015-07-01	2021-01-01	74	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	8.0	17.0	37.0	13.0	12.0	13.0	12.0	24.0	23.0	44.0	54.0	49.0	79.0	52.0	22.0	74.0	36.0	74.0	14.0	35.0	18.0	10.0	50.0	20.0	58.0	11.0	13.0	16.0	86.0	78.0	73.0	77.0	86.0	32.8	2015.0	2021	6.0	Goalkeeper
287	187936	S. Nzonzi	29	France	82	82	Roma	17	77.0	2006	Right	2.0	3.0	2.0	Medium/ Medium	Lean	Yes	CDM	2018-08-14	2022-01-01	77	165	74	74	74	70	74	74	74	70	74	74	74	72	79	79	79	72	76	83	83	83	76	77	83	83	83	77	59.0	64.0	79.0	79.0	55.0	72.0	73.0	42.0	77.0	81.0	44.0	55.0	36.0	81.0	31.0	79.0	75.0	86.0	92.0	66.0	87.0	84.0	70.0	77.0	57.0	85.0	81.0	80.0	76.0	7.0	16.0	16.0	16.0	13.0	28.9	2018.0	2022	4.0	Midfield
289	186561	A. Ramsey	27	Wales	82	83	Arsenal	25	130.0	2110	Right	3.0	3.0	3.0	High/ High	Lean	Yes	CAM	2008-06-13	2019-01-01	72	168	78	78	78	80	81	81	81	80	82	82	82	81	83	83	83	81	78	78	78	78	78	75	72	72	72	75	75.0	74.0	58.0	84.0	79.0	81.0	70.0	66.0	80.0	82.0	64.0	69.0	73.0	81.0	74.0	81.0	66.0	89.0	67.0	74.0	73.0	69.0	84.0	79.0	75.0	81.0	66.0	70.0	67.0	6.0	11.0	5.0	10.0	8.0	49.4	2008.0	2019	11.0	Midfield
290	186345	K. Trippier	27	England	82	82	Tottenham Hotspur	18.5	99.0	2161	Right	2.0	4.0	3.0	High/ High	Normal	Yes	RB	2015-06-19	2022-01-01	70	159	72	72	72	77	75	75	75	77	77	77	77	79	80	80	80	79	83	80	80	80	83	82	78	78	78	82	91.0	48.0	73.0	79.0	54.0	75.0	87.0	83.0	78.0	80.0	76.0	75.0	74.0	81.0	74.0	75.0	73.0	88.0	65.0	70.0	70.0	79.0	75.0	80.0	66.0	73.0	77.0	82.0	79.0	11.0	14.0	8.0	11.0	10.0	34.2	2015.0	2022	7.0	Defending
291	185103	A. Kolarov	32	Serbia	82	82	Roma	12.5	73.0	2230	Left	2.0	3.0	3.0	High/ Medium	Normal	Yes	LB	2017-07-22	2020-01-01	74	183	76	76	76	77	77	77	77	77	77	77	77	79	80	80	80	79	82	81	81	81	82	82	82	82	82	82	91.0	55.0	80.0	77.0	64.0	79.0	85.0	86.0	77.0	76.0	73.0	70.0	63.0	84.0	58.0	91.0	80.0	84.0	77.0	83.0	85.0	81.0	75.0	77.0	74.0	88.0	81.0	82.0	81.0	16.0	15.0	8.0	16.0	6.0	21.3	2017.0	2020	3.0	Defending
296	183711	J. Henderson	28	England	82	82	Liverpool	18	125.0	2163	Right	2.0	3.0	3.0	Medium/ High	Normal	Yes	RCM	2011-06-09	2020-01-01	72	176	74	74	74	77	77	77	77	77	79	79	79	79	82	82	82	79	81	82	82	82	81	80	78	78	78	80	81.0	67.0	65.0	84.0	72.0	73.0	80.0	74.0	84.0	80.0	67.0	66.0	70.0	80.0	70.0	77.0	79.0	91.0	72.0	71.0	77.0	80.0	75.0	83.0	64.0	78.0	77.0	79.0	76.0	7.0	13.0	7.0	9.0	13.0	34.2	2011.0	2020	9.0	Midfield
298	183498	M. Parolo	33	Italy	82	82	Lazio	9	59.0	2151	Right	2.0	4.0	3.0	High/ High	Lean	No	RDM	2014-07-01	2020-01-01	72	165	79	79	79	77	79	79	79	77	79	79	79	78	82	82	82	78	80	82	82	82	80	80	80	80	80	80	70.0	70.0	75.0	80.0	76.0	75.0	67.0	55.0	83.0	79.0	68.0	69.0	67.0	82.0	71.0	87.0	77.0	88.0	77.0	86.0	80.0	80.0	82.0	78.0	45.0	78.0	78.0	80.0	82.0	13.0	9.0	6.0	7.0	9.0	15.3	2014.0	2020	6.0	Midfield
302	181291	G. Wijnaldum	27	Netherlands	82	82	Liverpool	23	130.0	2175	Right	3.0	3.0	4.0	High/ High	Lean	Yes	CAM	2016-07-22	2021-01-01	69	152	79	79	79	81	82	82	82	81	82	82	82	82	83	83	83	82	79	80	80	80	79	78	76	76	76	78	67.0	70.0	72.0	84.0	73.0	84.0	76.0	70.0	76.0	84.0	77.0	76.0	80.0	82.0	81.0	76.0	80.0	85.0	72.0	71.0	64.0	76.0	79.0	78.0	74.0	82.0	74.0	75.0	65.0	16.0	6.0	14.0	12.0	6.0	43.7	2016.0	2021	5.0	Midfield
303	179847	F. Fazio	31	Argentina	82	82	Roma	15	73.0	1633	Right	3.0	2.0	2.0	Medium/ Medium	Normal	Yes	LCB	2017-07-15	2020-01-01	77	187	59	59	59	53	56	56	56	53	55	55	55	57	64	64	64	57	72	79	79	79	72	74	84	84	84	74	44.0	41.0	89.0	64.0	35.0	48.0	46.0	37.0	62.0	72.0	36.0	43.0	29.0	84.0	32.0	63.0	41.0	74.0	91.0	26.0	84.0	85.0	32.0	47.0	26.0	86.0	85.0	85.0	78.0	8.0	9.0	12.0	11.0	14.0	25.5	2017.0	2020	3.0	Defending
304	178509	O. Giroud	31	France	82	82	Chelsea	20	140.0	1927	Left	3.0	3.0	3.0	Medium/ Medium	Normal	Yes	ST	2018-01-31	2019-01-01	76	203	82	82	82	75	79	79	79	75	77	77	77	74	74	74	74	74	58	62	62	62	58	55	59	59	59	55	64.0	83.0	90.0	79.0	82.0	70.0	70.0	65.0	58.0	83.0	43.0	50.0	57.0	83.0	54.0	85.0	84.0	62.0	88.0	74.0	76.0	42.0	83.0	76.0	83.0	78.0	37.0	37.0	20.0	12.0	15.0	11.0	6.0	5.0	37	2018.0	2019	1.0	Attacking
305	173521	Marcano	31	Spain	82	82	Roma	15	73.0	1827	Left	3.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2018-07-01	2021-01-01	74	170	61	61	61	59	60	60	60	59	61	61	61	62	67	67	67	62	76	79	79	79	76	78	84	84	84	78	49.0	43.0	83.0	76.0	34.0	54.0	39.0	37.0	67.0	67.0	67.0	69.0	58.0	78.0	56.0	65.0	91.0	78.0	77.0	42.0	82.0	82.0	30.0	48.0	45.0	72.0	85.0	84.0	80.0	8.0	16.0	7.0	14.0	16.0	25.5	2018.0	2021	3.0	Defending
311	165229	L. Koscielny	32	France	82	82	Arsenal	12.5	115.0	1807	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	CB	2010-07-07	2020-01-01	73	165	60	60	60	61	61	61	61	61	63	63	63	63	68	68	68	63	74	78	78	78	74	77	83	83	83	77	52.0	32.0	80.0	76.0	35.0	62.0	22.0	49.0	69.0	66.0	64.0	66.0	65.0	76.0	61.0	54.0	78.0	62.0	75.0	47.0	86.0	84.0	41.0	56.0	51.0	75.0	80.0	84.0	83.0	13.0	11.0	9.0	11.0	7.0	23.8	2010.0	2020	10.0	Defending
313	158963	L. Biglia	32	Argentina	82	82	Milan	12.5	98.0	2104	Right	3.0	4.0	3.0	Medium/ High	Normal	No	CDM	2017-07-17	2020-01-01	70	139	69	69	69	75	74	74	74	75	78	78	78	77	81	81	81	77	80	83	83	83	80	79	78	78	78	79	74.0	50.0	54.0	86.0	78.0	80.0	71.0	76.0	82.0	84.0	65.0	65.0	76.0	80.0	78.0	77.0	62.0	75.0	65.0	75.0	83.0	82.0	50.0	80.0	72.0	80.0	80.0	78.0	74.0	14.0	12.0	7.0	12.0	7.0	21.3	2017.0	2020	3.0	Midfield
314	146530	Dani Alves	35	Brazil	82	82	Paris Saint-Germain	4.8	62.0	2197	Right	4.0	3.0	4.0	High/ Low	Normal	Yes	RB	2017-07-12	2019-01-01	68	150	77	77	77	82	81	81	81	82	82	82	82	82	82	82	82	82	82	81	81	81	82	82	78	78	78	82	85.0	61.0	72.0	81.0	68.0	84.0	80.0	74.0	79.0	86.0	77.0	79.0	84.0	77.0	87.0	86.0	80.0	74.0	55.0	78.0	78.0	79.0	74.0	78.0	70.0	80.0	72.0	79.0	82.0	5.0	11.0	9.0	6.0	7.0	8.9	2017.0	2019	2.0	Defending
317	48940	P. Čech	36	Czech Republic	82	82	Arsenal	3	60.0	1166	Left	4.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2015-06-29	2019-01-01	77	198	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	19.0	12.0	19.0	35.0	17.0	12.0	13.0	19.0	33.0	22.0	35.0	38.0	46.0	77.0	34.0	21.0	50.0	32.0	63.0	11.0	17.0	23.0	13.0	53.0	23.0	63.0	12.0	13.0	12.0	78.0	82.0	70.0	83.0	79.0	5.7	2015.0	2019	4.0	Goalkeeper
319	231677	M. Rashford	20	England	81	89	Manchester United	27	110.0	2062	Right	2.0	4.0	4.0	High/ Medium	Lean	Yes	LW	2014-07-01	2020-01-01	73	154	81	81	81	82	82	82	82	82	80	80	80	81	74	74	74	81	65	61	61	61	65	62	55	55	55	62	75.0	78.0	71.0	75.0	72.0	83.0	77.0	78.0	65.0	80.0	90.0	93.0	88.0	79.0	77.0	87.0	68.0	79.0	71.0	77.0	70.0	42.0	81.0	74.0	74.0	73.0	32.0	40.0	33.0	11.0	6.0	15.0	7.0	14.0	55.4	2014.0	2020	6.0	Attacking
322	229237	M. Akanji	22	Switzerland	81	87	Borussia Dortmund	21	49.0	1868	Right	2.0	3.0	2.0	Medium/ High	Normal	No	LCB	2018-01-15	2022-01-01	74	187	62	62	62	65	64	64	64	65	67	67	67	68	72	72	72	68	77	80	80	80	77	78	82	82	82	78	51.0	36.0	75.0	78.0	40.0	67.0	42.0	27.0	76.0	75.0	72.0	86.0	69.0	81.0	66.0	58.0	78.0	76.0	84.0	45.0	75.0	79.0	33.0	66.0	40.0	76.0	82.0	84.0	80.0	10.0	9.0	13.0	6.0	9.0	39.9	2018.0	2022	4.0	Defending
324	227928	Nélson Semedo	24	Portugal	81	86	FC Barcelona	20	125.0	2039	Right	2.0	3.0	4.0	Medium/ High	Lean	No	RB	2017-07-14	2022-01-01	70	148	71	71	71	76	75	75	75	76	74	74	74	78	75	75	75	78	82	77	77	77	82	81	76	76	76	81	74.0	50.0	58.0	73.0	42.0	80.0	61.0	30.0	65.0	78.0	91.0	92.0	88.0	82.0	83.0	74.0	80.0	91.0	62.0	60.0	77.0	80.0	72.0	62.0	38.0	75.0	75.0	78.0	79.0	16.0	12.0	10.0	14.0	12.0	42.5	2017.0	2022	5.0	Defending
326	226271	Fabián	22	Spain	81	89	Napoli	26	64.0	2094	Left	1.0	4.0	4.0	Medium/ Medium	Lean	No	LM	2018-07-05	2023-01-01	74	154	78	78	78	80	80	80	80	80	81	81	81	79	82	82	82	79	77	78	78	78	77	76	74	74	74	76	72.0	79.0	67.0	80.0	65.0	81.0	74.0	59.0	80.0	83.0	69.0	67.0	73.0	79.0	66.0	75.0	46.0	73.0	69.0	82.0	66.0	77.0	80.0	82.0	67.0	77.0	70.0	78.0	75.0	16.0	11.0	7.0	13.0	13.0	49.4	2018.0	2023	5.0	Midfield
327	225508	E. Bailly	24	Ivory Coast	81	87	Manchester United	21	105.0	1853	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	CB	2016-07-01	2020-01-01	73	170	60	60	60	60	60	60	60	60	61	61	61	62	65	65	65	62	74	75	75	75	74	76	82	82	82	76	51.0	33.0	79.0	70.0	42.0	60.0	46.0	43.0	56.0	65.0	68.0	79.0	65.0	74.0	62.0	55.0	85.0	72.0	85.0	48.0	87.0	81.0	47.0	54.0	46.0	70.0	80.0	82.0	83.0	14.0	14.0	10.0	9.0	8.0	43.1	2016.0	2020	4.0	Defending
328	222509	Dani Ceballos	21	Spain	81	88	Real Madrid	25	120.0	2059	Right	1.0	3.0	4.0	Medium/ Medium	Normal	Yes	LCM	2017-07-14	2023-01-01	70	154	72	72	72	80	79	79	79	80	82	82	82	80	82	82	82	80	77	78	78	78	77	75	70	70	70	75	74.0	68.0	41.0	83.0	62.0	85.0	73.0	63.0	80.0	85.0	73.0	67.0	82.0	80.0	79.0	64.0	52.0	75.0	62.0	71.0	76.0	76.0	76.0	83.0	55.0	80.0	62.0	75.0	74.0	12.0	15.0	16.0	7.0	13.0	56.3	2017.0	2023	6.0	Midfield
332	216409	M. Politano	24	Italy	81	84	Inter	22.5	57.0	1983	Left	2.0	4.0	4.0	High/ Medium	Normal	No	RM	NaT	2019-06-30	67	148	75	75	75	82	80	80	80	82	81	81	81	81	75	75	75	81	66	62	62	62	66	61	50	50	50	61	79.0	74.0	40.0	78.0	73.0	84.0	77.0	75.0	74.0	83.0	85.0	84.0	90.0	79.0	82.0	78.0	50.0	79.0	45.0	82.0	63.0	38.0	77.0	75.0	70.0	79.0	63.0	29.0	29.0	11.0	12.0	6.0	8.0	11.0	19.8	2017.0	2019	2.0	Midfield
333	216352	M. Brozović	25	Croatia	81	84	Inter	18.5	64.0	2149	Right	2.0	4.0	3.0	Medium/ Medium	Lean	Yes	LDM	2016-07-01	2022-01-01	71	150	75	75	75	78	78	78	78	78	80	80	80	79	82	82	82	79	79	81	81	81	79	78	76	76	76	78	72.0	69.0	62.0	83.0	65.0	81.0	79.0	74.0	83.0	83.0	69.0	70.0	74.0	77.0	74.0	80.0	68.0	84.0	66.0	81.0	79.0	81.0	69.0	80.0	69.0	78.0	75.0	77.0	75.0	8.0	8.0	15.0	11.0	8.0	32.8	2016.0	2022	6.0	Midfield
335	214997	A. Correa	23	Argentina	81	87	Atlético Madrid	24.5	54.0	2047	Right	1.0	4.0	4.0	Medium/ Low	Lean	Yes	RM	2014-12-13	2024-01-01	67	150	81	81	81	84	84	84	84	84	83	83	83	82	77	77	77	82	69	65	65	65	69	67	60	60	60	67	74.0	82.0	67.0	73.0	79.0	87.0	82.0	65.0	65.0	87.0	87.0	82.0	87.0	82.0	83.0	80.0	50.0	74.0	63.0	83.0	41.0	48.0	82.0	78.0	55.0	74.0	58.0	53.0	44.0	13.0	10.0	9.0	8.0	16.0	55.1	2014.0	2024	10.0	Midfield
336	213661	A. Christensen	22	Denmark	81	88	Chelsea	21.5	91.0	1717	Right	2.0	3.0	2.0	Low/ Medium	Lean	Yes	LCB	2013-04-10	2022-01-01	74	179	57	57	57	61	60	60	60	61	64	64	64	65	70	70	70	65	75	79	79	79	75	77	81	81	81	77	49.0	36.0	80.0	77.0	25.0	68.0	32.0	22.0	72.0	74.0	66.0	70.0	61.0	80.0	61.0	31.0	72.0	69.0	73.0	20.0	73.0	82.0	32.0	62.0	36.0	77.0	80.0	86.0	84.0	10.0	12.0	8.0	6.0	8.0	44.1	2013.0	2022	9.0	Defending
337	212814	João Mário	25	Portugal	81	84	Inter	22.5	71.0	2055	Right	3.0	4.0	4.0	Medium/ Medium	Normal	Yes	CAM	2016-08-28	2021-01-01	70	161	75	75	75	80	79	79	79	80	81	81	81	80	81	81	81	80	76	76	76	76	76	73	69	69	69	73	77.0	64.0	55.0	83.0	69.0	83.0	74.0	67.0	78.0	83.0	73.0	69.0	81.0	73.0	77.0	76.0	64.0	79.0	68.0	72.0	60.0	72.0	77.0	81.0	66.0	82.0	57.0	70.0	62.0	6.0	15.0	8.0	8.0	8.0	39.9	2016.0	2021	5.0	Midfield
338	212151	T. Strakosha	23	Albania	81	86	Lazio	17	36.0	1139	Right	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2012-08-09	2019-01-01	76	172	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	18.0	18.0	11.0	26.0	11.0	14.0	14.0	12.0	22.0	15.0	41.0	46.0	31.0	74.0	47.0	18.0	49.0	23.0	56.0	14.0	20.0	24.0	18.0	49.0	21.0	61.0	20.0	18.0	12.0	81.0	77.0	75.0	78.0	86.0	30.2	2012.0	2019	7.0	Goalkeeper
339	210864	E. Hysaj	24	Albania	81	86	Napoli	20	58.0	1935	Right	2.0	3.0	3.0	Medium/ Medium	Normal	No	RB	2015-08-02	2021-01-01	72	154	67	67	67	72	70	70	70	72	71	71	71	75	73	73	73	75	81	79	79	79	81	81	78	78	78	81	78.0	47.0	66.0	77.0	40.0	75.0	40.0	30.0	70.0	77.0	79.0	82.0	76.0	79.0	69.0	68.0	69.0	87.0	69.0	43.0	79.0	80.0	63.0	59.0	40.0	76.0	80.0	81.0	80.0	12.0	6.0	14.0	9.0	11.0	35.5	2015.0	2021	6.0	Defending
340	210406	P. Zieliński	24	Poland	81	88	Napoli	24.5	64.0	2075	Right	3.0	5.0	4.0	Medium/ Medium	Lean	No	RCM	2016-08-09	2021-01-01	71	165	76	76	76	82	81	81	81	82	83	83	83	82	82	82	82	82	79	77	77	77	79	77	70	70	70	77	77.0	65.0	52.0	82.0	70.0	84.0	80.0	65.0	79.0	85.0	82.0	84.0	79.0	76.0	76.0	76.0	54.0	72.0	54.0	80.0	56.0	75.0	77.0	82.0	51.0	75.0	69.0	72.0	71.0	12.0	9.0	12.0	11.0	6.0	46.6	2016.0	2021	5.0	Midfield
343	209889	R. Guerreiro	24	Portugal	81	86	Borussia Dortmund	24	54.0	2146	Left	3.0	3.0	4.0	Medium/ Medium	Normal	No	LM	2016-07-01	2020-01-01	67	157	77	77	77	83	82	82	82	83	83	83	83	83	82	82	82	83	81	79	79	79	81	79	72	72	72	79	85.0	75.0	52.0	84.0	78.0	83.0	84.0	82.0	75.0	84.0	82.0	68.0	88.0	83.0	86.0	79.0	63.0	72.0	49.0	82.0	69.0	84.0	77.0	79.0	44.0	75.0	67.0	70.0	77.0	12.0	6.0	8.0	11.0	8.0	42.6	2016.0	2020	4.0	Midfield
348	205923	B. Davies	25	Wales	81	84	Tottenham Hotspur	18.5	87.0	2035	Left	2.0	3.0	3.0	High/ High	Lean	Yes	LB	2014-07-23	2021-01-01	72	168	71	71	71	75	74	74	74	75	75	75	75	78	77	77	77	78	82	80	80	80	82	81	79	79	79	81	83.0	58.0	69.0	79.0	48.0	76.0	72.0	48.0	70.0	79.0	76.0	74.0	70.0	78.0	68.0	65.0	73.0	85.0	69.0	52.0	76.0	79.0	71.0	75.0	54.0	74.0	78.0	83.0	82.0	11.0	7.0	6.0	7.0	14.0	35.6	2014.0	2021	7.0	Defending
350	205175	A. Milik	24	Poland	81	88	Napoli	25.5	71.0	1937	Left	3.0	3.0	4.0	Medium/ Medium	Lean	Yes	CF	2016-08-02	2021-01-01	73	172	82	82	82	76	78	78	78	76	75	75	75	74	69	69	69	74	58	58	58	58	58	57	55	55	55	57	58.0	88.0	78.0	63.0	76.0	74.0	71.0	74.0	62.0	78.0	69.0	74.0	68.0	75.0	63.0	85.0	62.0	73.0	78.0	82.0	67.0	36.0	81.0	60.0	79.0	72.0	35.0	34.0	32.0	9.0	16.0	16.0	15.0	6.0	48.5	2016.0	2021	5.0	Attacking
352	204884	B. Mendy	23	France	81	86	Manchester City	20	105.0	2038	Left	2.0	3.0	3.0	High/ Low	Normal	Yes	LB	2017-07-24	2022-01-01	73	187	70	70	70	76	75	75	75	76	76	76	76	78	78	78	78	78	82	80	80	80	82	82	79	79	79	82	87.0	33.0	65.0	80.0	31.0	80.0	80.0	34.0	69.0	79.0	77.0	86.0	68.0	80.0	70.0	79.0	71.0	81.0	81.0	65.0	75.0	79.0	77.0	76.0	50.0	79.0	78.0	79.0	81.0	7.0	7.0	9.0	15.0	9.0	38.5	2017.0	2022	5.0	Defending
354	203890	S. Vrsaljko	26	Croatia	81	84	Inter	18	57.0	2069	Right	2.0	3.0	3.0	High/ Medium	Lean	No	RB	NaT	2019-06-30	71	168	69	69	69	73	72	72	72	73	72	72	72	76	75	75	75	76	81	79	79	79	81	81	79	79	79	81	82.0	44.0	73.0	77.0	53.0	74.0	70.0	57.0	70.0	79.0	82.0	79.0	67.0	77.0	72.0	75.0	85.0	90.0	73.0	58.0	75.0	79.0	65.0	68.0	52.0	67.0	77.0	81.0	77.0	15.0	11.0	10.0	10.0	12.0	19.8	2017.0	2019	2.0	Defending
358	201454	F. Ghoulam	27	Algeria	81	82	Napoli	16.5	68.0	2114	Left	2.0	4.0	3.0	High/ Medium	Normal	No	LB	2014-01-31	2022-01-01	72	176	72	72	72	76	75	75	75	76	75	75	75	78	78	78	78	78	82	79	79	79	82	81	78	78	78	81	85.0	54.0	70.0	79.0	52.0	79.0	77.0	68.0	74.0	80.0	71.0	82.0	72.0	79.0	62.0	80.0	73.0	88.0	68.0	69.0	74.0	76.0	69.0	69.0	76.0	75.0	79.0	81.0	80.0	12.0	7.0	8.0	8.0	13.0	29.3	2014.0	2022	8.0	Defending
362	200454	Paco Alcácer	24	Spain	81	85	Borussia Dortmund	23.5	59.0	1948	Right	2.0	4.0	3.0	High/ Medium	Normal	Yes	ST	2018-11-23	2023-01-01	69	159	82	82	82	79	81	81	81	79	78	78	78	76	69	69	69	76	58	55	55	55	58	55	51	51	51	55	53.0	85.0	77.0	76.0	84.0	78.0	78.0	63.0	51.0	81.0	82.0	80.0	83.0	84.0	84.0	80.0	75.0	65.0	64.0	68.0	59.0	26.0	86.0	65.0	71.0	82.0	50.0	21.0	26.0	12.0	14.0	14.0	8.0	5.0	41.7	2018.0	2023	5.0	Attacking
363	199715	Vitolo	28	Spain	81	81	Atlético Madrid	18	65.0	2007	Right	2.0	4.0	3.0	High/ High	Normal	Yes	LM	2017-07-12	2022-01-01	73	174	79	79	79	81	81	81	81	81	81	81	81	82	76	76	76	82	63	62	62	62	63	59	54	54	54	59	78.0	77.0	65.0	79.0	75.0	84.0	76.0	62.0	80.0	83.0	78.0	77.0	74.0	80.0	63.0	77.0	70.0	80.0	81.0	73.0	61.0	25.0	80.0	78.0	74.0	70.0	68.0	21.0	23.0	11.0	16.0	8.0	14.0	16.0	36.9	2017.0	2022	5.0	Midfield
364	199503	G. Xhaka	25	Switzerland	81	84	Arsenal	22	115.0	1978	Left	3.0	2.0	3.0	Medium/ Medium	Normal	Yes	LDM	2016-07-01	2021-01-01	73	181	71	71	71	72	74	74	74	72	77	77	77	74	82	82	82	74	74	80	80	80	74	73	74	74	74	73	71.0	49.0	62.0	85.0	50.0	70.0	73.0	77.0	85.0	80.0	47.0	49.0	49.0	77.0	61.0	88.0	32.0	80.0	75.0	80.0	92.0	71.0	77.0	81.0	63.0	74.0	68.0	72.0	68.0	7.0	8.0	11.0	7.0	13.0	43.5	2016.0	2021	5.0	Midfield
367	196889	S. Verdi	25	Italy	81	81	Napoli	19.5	77.0	2053	Left	2.0	5.0	4.0	High/ Medium	Lean	No	RW	2018-07-01	2023-01-01	67	134	75	75	75	83	81	81	81	83	83	83	83	83	78	78	78	83	71	65	65	65	71	67	55	55	55	67	82.0	67.0	42.0	82.0	74.0	84.0	84.0	84.0	76.0	86.0	88.0	86.0	92.0	78.0	90.0	81.0	51.0	75.0	48.0	77.0	48.0	36.0	76.0	82.0	68.0	78.0	55.0	48.0	60.0	12.0	10.0	7.0	15.0	9.0	33.2	2018.0	2023	5.0	Attacking
368	195086	D. Lovren	28	Croatia	81	82	Liverpool	16	115.0	1726	Right	2.0	4.0	2.0	Medium/ High	Normal	Yes	RCB	2014-07-27	2021-01-01	74	185	56	56	56	56	56	56	56	56	58	58	58	60	64	64	64	60	73	76	76	76	73	74	81	81	81	74	59.0	33.0	80.0	69.0	42.0	63.0	26.0	18.0	66.0	67.0	54.0	55.0	50.0	75.0	41.0	63.0	81.0	68.0	82.0	34.0	87.0	81.0	21.0	56.0	52.0	70.0	77.0	83.0	85.0	14.0	14.0	13.0	10.0	7.0	31.6	2014.0	2021	7.0	Defending
370	193348	X. Shaqiri	26	Switzerland	81	81	Liverpool	19	130.0	2087	Left	3.0	4.0	5.0	Medium/ Medium	Shaqiri	Yes	CAM	2018-07-13	2023-01-01	67	159	78	78	78	83	82	82	82	83	83	83	83	83	80	80	80	83	70	69	69	69	70	66	58	58	58	66	78.0	71.0	45.0	81.0	76.0	86.0	88.0	84.0	80.0	84.0	84.0	77.0	84.0	80.0	91.0	87.0	52.0	75.0	73.0	84.0	61.0	55.0	74.0	81.0	65.0	82.0	35.0	49.0	48.0	13.0	12.0	12.0	11.0	11.0	36.1	2018.0	2023	5.0	Midfield
372	193105	A. Areola	25	France	81	85	Paris Saint-Germain	16.5	61.0	1266	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2010-07-01	2019-01-01	77	207	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	20.0	19.0	14.0	41.0	16.0	12.0	16.0	16.0	32.0	22.0	54.0	52.0	53.0	77.0	58.0	25.0	59.0	28.0	80.0	14.0	26.0	23.0	17.0	34.0	25.0	64.0	11.0	18.0	12.0	83.0	78.0	70.0	77.0	84.0	31.8	2010.0	2019	9.0	Goalkeeper
374	191740	Ander Herrera	28	Spain	81	81	Manchester United	17.5	140.0	2170	Right	3.0	4.0	3.0	High/ High	Lean	Yes	CM	2014-06-26	2019-01-01	72	154	76	76	76	79	79	79	79	79	81	81	81	81	83	83	83	81	82	84	84	84	82	81	79	79	79	81	74.0	71.0	58.0	83.0	65.0	77.0	80.0	65.0	79.0	82.0	75.0	68.0	79.0	82.0	78.0	75.0	61.0	87.0	67.0	69.0	86.0	86.0	78.0	78.0	79.0	84.0	78.0	80.0	77.0	9.0	12.0	15.0	9.0	8.0	32.4	2014.0	2019	5.0	Midfield
376	190813	S. El Shaarawy	25	Italy	81	82	Roma	21	77.0	1913	Right	3.0	3.0	5.0	High/ Medium	Lean	Yes	LM	2016-01-26	2020-01-01	70	159	77	77	77	82	81	81	81	82	80	80	80	80	72	72	72	80	64	59	59	59	64	60	52	52	52	60	74.0	78.0	51.0	74.0	79.0	84.0	83.0	63.0	57.0	86.0	86.0	87.0	85.0	72.0	81.0	74.0	60.0	68.0	54.0	74.0	54.0	36.0	78.0	73.0	67.0	72.0	59.0	30.0	25.0	5.0	3.0	5.0	5.0	3.0	37.3	2016.0	2020	4.0	Midfield
377	189881	C. Smalling	28	England	81	82	Manchester United	16	130.0	1799	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	RCB	2010-07-01	2019-01-01	76	179	62	62	62	60	60	60	60	60	60	60	60	62	64	64	64	62	73	75	75	75	73	75	82	82	82	75	52.0	54.0	82.0	63.0	49.0	59.0	49.0	22.0	63.0	58.0	61.0	74.0	55.0	75.0	45.0	42.0	76.0	71.0	87.0	35.0	83.0	81.0	48.0	49.0	52.0	67.0	81.0	82.0	80.0	10.0	15.0	16.0	15.0	15.0	30.8	2010.0	2019	9.0	Defending
379	189358	S. Kagawa	29	Japan	81	81	Borussia Dortmund	17.5	65.0	1948	Right	3.0	4.0	4.0	High/ Medium	Lean	Yes	CAM	2014-08-31	2020-01-01	69	150	73	73	73	80	79	79	79	80	82	82	82	81	80	80	80	81	71	69	69	69	71	67	57	57	57	67	65.0	76.0	48.0	83.0	76.0	86.0	74.0	63.0	72.0	83.0	74.0	60.0	87.0	81.0	88.0	54.0	65.0	82.0	39.0	55.0	30.0	59.0	80.0	80.0	80.0	83.0	56.0	53.0	49.0	11.0	9.0	8.0	9.0	13.0	29.8	2014.0	2020	6.0	Midfield
383	185239	O. Toprak	28	Turkey	81	82	Borussia Dortmund	16	59.0	1826	Right	3.0	4.0	2.0	Medium/ Medium	Normal	No	CB	2017-07-01	2021-01-01	73	183	61	61	61	62	62	62	62	62	64	64	64	65	69	69	69	65	76	78	78	78	76	78	82	82	82	78	49.0	28.0	80.0	75.0	47.0	63.0	44.0	33.0	70.0	71.0	71.0	83.0	64.0	81.0	61.0	62.0	80.0	67.0	78.0	29.0	70.0	78.0	35.0	59.0	43.0	78.0	82.0	83.0	83.0	11.0	8.0	11.0	12.0	15.0	28.4	2017.0	2021	4.0	Defending
384	183900	D. Perotti	29	Argentina	81	81	Roma	17.5	84.0	1959	Right	3.0	4.0	4.0	Medium/ Medium	Lean	No	LW	2016-01-01	2021-01-01	70	154	76	76	76	83	82	82	82	83	84	84	84	83	78	78	78	83	66	63	63	63	66	61	53	53	53	61	79.0	66.0	57.0	81.0	60.0	88.0	72.0	64.0	69.0	88.0	86.0	76.0	83.0	80.0	78.0	73.0	64.0	73.0	60.0	71.0	51.0	36.0	78.0	84.0	90.0	81.0	58.0	31.0	22.0	5.0	8.0	14.0	6.0	8.0	29.8	2016.0	2021	5.0	Attacking
392	173771	L. Piszczek	33	Poland	81	81	Borussia Dortmund	7	57.0	2128	Right	3.0	4.0	2.0	Medium/ Medium	Normal	Yes	RB	2010-07-01	2020-01-01	72	174	76	76	76	77	76	76	76	77	76	76	76	78	77	77	77	78	82	81	81	81	82	82	82	82	82	82	82.0	65.0	74.0	76.0	64.0	72.0	80.0	47.0	69.0	76.0	74.0	83.0	66.0	81.0	66.0	78.0	77.0	77.0	78.0	69.0	83.0	83.0	73.0	71.0	65.0	82.0	81.0	82.0	79.0	14.0	11.0	14.0	6.0	12.0	11.9	2010.0	2020	10.0	Defending
393	173221	A. Candreva	31	Italy	81	81	Inter	15.5	74.0	2084	Right	3.0	4.0	4.0	Medium/ Medium	Normal	No	RM	2016-08-03	2021-01-01	71	154	79	79	79	82	81	81	81	82	81	81	81	82	80	80	80	82	76	74	74	74	76	73	67	67	67	73	83.0	73.0	55.0	78.0	75.0	82.0	74.0	71.0	73.0	83.0	77.0	78.0	74.0	78.0	76.0	87.0	35.0	86.0	69.0	82.0	66.0	67.0	79.0	77.0	83.0	73.0	61.0	63.0	53.0	10.0	4.0	14.0	4.0	14.0	26.4	2016.0	2021	5.0	Midfield
395	170368	E. Lamela	26	Argentina	81	82	Tottenham Hotspur	21	105.0	2100	Left	2.0	2.0	4.0	High/ High	Lean	Yes	RM	2013-08-30	2022-01-01	72	176	79	79	79	82	82	82	82	82	82	82	82	82	79	79	79	82	68	68	68	68	68	65	61	61	61	65	78.0	74.0	69.0	83.0	77.0	86.0	83.0	80.0	73.0	84.0	76.0	74.0	75.0	78.0	74.0	81.0	63.0	78.0	68.0	82.0	84.0	45.0	79.0	83.0	75.0	78.0	48.0	51.0	42.0	10.0	15.0	11.0	8.0	13.0	40.4	2013.0	2022	9.0	Midfield
396	169595	D. Rose	27	England	81	81	Tottenham Hotspur	14.5	92.0	2094	Left	3.0	3.0	3.0	Medium/ High	Normal	Yes	LB	2007-07-01	2021-01-01	69	168	72	72	72	77	76	76	76	77	76	76	76	78	77	77	77	78	82	80	80	80	82	82	81	81	81	82	82.0	57.0	62.0	76.0	64.0	80.0	64.0	57.0	66.0	77.0	79.0	78.0	69.0	82.0	76.0	68.0	75.0	78.0	72.0	67.0	87.0	81.0	68.0	73.0	57.0	75.0	77.0	83.0	84.0	10.0	11.0	8.0	13.0	13.0	26.8	2007.0	2021	14.0	Defending
399	167905	A. Valencia	32	Ecuador	81	81	Manchester United	10	120.0	2142	Right	2.0	2.0	3.0	High/ High	Stocky	Yes	RM	2009-06-30	2019-01-01	71	183	76	76	76	78	78	78	78	78	78	78	78	79	79	79	79	79	82	81	81	81	82	81	80	80	80	81	79.0	60.0	62.0	81.0	64.0	80.0	70.0	66.0	72.0	81.0	82.0	85.0	72.0	82.0	78.0	85.0	69.0	79.0	79.0	66.0	80.0	82.0	73.0	71.0	55.0	82.0	77.0	82.0	79.0	16.0	11.0	10.0	7.0	7.0	18.5	2009.0	2019	10.0	Midfield
402	161956	Borja Valero	33	Spain	81	81	Inter	11	74.0	2039	Right	3.0	4.0	4.0	Medium/ Medium	Normal	No	CAM	2017-07-10	2020-01-01	69	161	74	74	74	79	79	79	79	79	83	83	83	80	84	84	84	80	75	77	77	77	75	72	69	69	69	72	78.0	67.0	60.0	89.0	70.0	85.0	78.0	76.0	85.0	88.0	55.0	52.0	74.0	81.0	80.0	72.0	67.0	69.0	66.0	70.0	52.0	70.0	70.0	86.0	72.0	83.0	65.0	66.0	62.0	5.0	4.0	10.0	8.0	7.0	18.7	2017.0	2020	3.0	Midfield
409	138412	J. Milner	32	England	81	81	Liverpool	13.5	120.0	2126	Right	2.0	4.0	3.0	High/ High	Stocky	Yes	CM	2015-07-01	2020-01-01	69	154	74	74	74	76	76	76	76	76	78	78	78	79	81	81	81	79	81	82	82	82	81	80	78	78	78	80	86.0	62.0	66.0	84.0	76.0	76.0	81.0	75.0	81.0	79.0	63.0	62.0	69.0	84.0	73.0	82.0	62.0	91.0	71.0	70.0	82.0	79.0	72.0	79.0	83.0	86.0	74.0	80.0	79.0	1.0	1.0	1.0	1.0	1.0	25.7	2015.0	2020	5.0	Midfield
417	234035	Odriozola	22	Spain	80	88	Real Madrid	18.5	115.0	1991	Right	1.0	3.0	3.0	High/ Medium	Lean	Yes	RB	2018-07-05	2024-01-01	69	146	67	67	67	73	70	70	70	73	72	72	72	74	73	73	73	74	80	77	77	77	80	80	77	77	77	80	81.0	45.0	73.0	77.0	48.0	69.0	69.0	30.0	70.0	77.0	80.0	82.0	78.0	77.0	79.0	58.0	71.0	80.0	63.0	59.0	63.0	75.0	68.0	63.0	62.0	69.0	83.0	79.0	80.0	11.0	12.0	10.0	5.0	14.0	41.6	2018.0	2024	6.0	Defending
430	221639	Mariano	24	Dominican Republic	80	85	Real Madrid	20	140.0	2041	Right	1.0	4.0	3.0	High/ Medium	Normal	No	ST	2018-08-29	2023-01-01	71	168	81	81	81	76	78	78	78	76	75	75	75	74	69	69	69	74	61	61	61	61	61	60	60	60	60	60	50.0	81.0	82.0	69.0	70.0	75.0	76.0	76.0	51.0	72.0	84.0	85.0	79.0	82.0	72.0	85.0	92.0	81.0	79.0	82.0	86.0	45.0	79.0	63.0	75.0	68.0	41.0	40.0	34.0	12.0	14.0	6.0	8.0	15.0	42.5	2018.0	2023	5.0	Attacking
432	220477	M. Caldara	24	Italy	80	86	Milan	17.5	73.0	1647	Right	2.0	3.0	2.0	Medium/ High	Normal	No	CB	2018-08-02	2023-01-01	74	176	56	56	56	54	54	54	54	54	54	54	54	57	59	59	59	57	70	73	73	73	70	73	81	81	81	73	34.0	36.0	82.0	63.0	51.0	62.0	20.0	24.0	58.0	63.0	65.0	69.0	58.0	77.0	59.0	38.0	76.0	67.0	79.0	20.0	76.0	82.0	34.0	32.0	30.0	74.0	85.0	84.0	80.0	14.0	9.0	6.0	9.0	5.0	33.3	2018.0	2023	5.0	Defending
433	219985	M. Vecino	26	Uruguay	80	81	Inter	14.5	63.0	2052	Right	2.0	3.0	4.0	High/ High	Lean	No	LM	2017-08-02	2022-01-01	74	179	76	76	76	78	79	79	79	78	80	80	80	80	82	82	82	80	79	80	80	80	79	78	78	78	78	78	71.0	61.0	75.0	83.0	62.0	84.0	64.0	58.0	79.0	84.0	74.0	69.0	66.0	83.0	56.0	78.0	67.0	81.0	75.0	77.0	72.0	76.0	74.0	81.0	56.0	81.0	76.0	77.0	73.0	4.0	4.0	4.0	4.0	4.0	25.7	2017.0	2022	5.0	Midfield
434	219809	T. Bakayoko	23	France	80	85	Milan	17	85.0	1928	Right	2.0	3.0	3.0	Medium/ Medium	Lean	Yes	LCM	NaT	2019-06-30	74	187	65	65	65	68	69	69	69	68	71	71	71	71	76	76	76	71	76	80	80	80	76	77	80	80	80	77	55.0	37.0	71.0	78.0	36.0	76.0	51.0	37.0	75.0	77.0	67.0	69.0	64.0	74.0	57.0	72.0	76.0	83.0	80.0	50.0	87.0	80.0	60.0	73.0	45.0	68.0	71.0	84.0	82.0	11.0	15.0	11.0	14.0	10.0	19.8	2017.0	2019	2.0	Midfield
435	218339	M. Dahoud	22	Germany	80	86	Borussia Dortmund	20	50.0	2052	Right	2.0	4.0	4.0	High/ High	Lean	No	CM	2017-07-01	2022-01-01	70	150	71	71	71	78	77	77	77	78	80	80	80	79	81	81	81	79	76	77	77	77	76	73	68	68	68	73	67.0	60.0	43.0	83.0	59.0	85.0	68.0	53.0	78.0	83.0	78.0	67.0	87.0	79.0	84.0	83.0	76.0	89.0	58.0	78.0	68.0	76.0	66.0	81.0	55.0	60.0	72.0	64.0	59.0	14.0	7.0	9.0	12.0	11.0	38	2017.0	2022	5.0	Midfield
437	215785	K. Baldé	23	Senegal	80	85	Inter	20	65.0	1921	Right	2.0	4.0	4.0	High/ Low	Normal	Yes	RM	NaT	2019-06-30	71	176	79	79	79	82	81	81	81	82	80	80	80	81	72	72	72	81	61	56	56	56	61	57	48	48	48	57	75.0	78.0	58.0	76.0	68.0	83.0	70.0	52.0	64.0	85.0	92.0	92.0	82.0	76.0	78.0	78.0	67.0	73.0	76.0	74.0	54.0	31.0	77.0	72.0	60.0	79.0	17.0	29.0	28.0	12.0	8.0	13.0	8.0	15.0	19.8	2017.0	2019	2.0	Midfield
448	208333	E. Can	24	Germany	80	85	Juventus	19.5	91.0	2153	Right	2.0	4.0	3.0	High/ High	Normal	Yes	CM	2018-07-01	2022-01-01	72	181	75	75	75	76	77	77	77	76	78	78	78	77	81	81	81	77	80	83	83	83	80	80	82	82	82	80	70.0	60.0	72.0	81.0	61.0	76.0	68.0	65.0	80.0	81.0	69.0	73.0	73.0	78.0	71.0	81.0	76.0	85.0	83.0	75.0	85.0	81.0	73.0	79.0	60.0	74.0	82.0	81.0	80.0	14.0	8.0	8.0	13.0	11.0	33.6	2018.0	2022	4.0	Midfield
449	208128	H. Çalhanoğlu	24	Turkey	80	84	Milan	19.5	89.0	2085	Right	3.0	4.0	4.0	Medium/ Medium	Normal	Yes	CAM	2017-07-03	2021-01-01	70	168	76	76	76	82	81	81	81	82	83	83	83	82	81	81	81	82	74	73	73	73	74	71	63	63	63	71	81.0	65.0	53.0	83.0	77.0	85.0	92.0	90.0	80.0	86.0	73.0	69.0	78.0	78.0	77.0	86.0	46.0	76.0	54.0	88.0	57.0	61.0	75.0	80.0	71.0	78.0	62.0	56.0	56.0	9.0	14.0	11.0	6.0	10.0	34.6	2017.0	2021	4.0	Midfield
454	205988	L. Shaw	22	England	80	85	Manchester United	16.5	96.0	2047	Left	2.0	2.0	3.0	High/ Medium	Stocky	Yes	LB	2014-06-27	2023-01-01	71	165	71	71	71	76	74	74	74	76	75	75	75	78	75	75	75	78	81	78	78	78	81	80	78	78	78	80	82.0	47.0	70.0	78.0	54.0	82.0	63.0	58.0	68.0	80.0	83.0	85.0	74.0	77.0	74.0	65.0	73.0	77.0	75.0	50.0	76.0	77.0	73.0	69.0	53.0	73.0	77.0	80.0	78.0	10.0	12.0	13.0	7.0	7.0	31.8	2014.0	2023	9.0	Defending
464	203747	Héctor Bellerín	23	Spain	80	85	Arsenal	16.5	85.0	1990	Right	3.0	3.0	3.0	High/ Low	Lean	Yes	RB	2014-07-01	2023-01-01	70	163	68	68	68	76	73	73	73	76	74	74	74	78	74	74	74	78	82	77	77	77	82	82	76	76	76	82	76.0	52.0	60.0	76.0	41.0	75.0	63.0	50.0	59.0	78.0	94.0	91.0	82.0	78.0	77.0	52.0	63.0	84.0	58.0	43.0	72.0	77.0	67.0	66.0	62.0	70.0	75.0	78.0	80.0	8.0	14.0	14.0	13.0	12.0	32.6	2014.0	2023	9.0	Defending
470	202335	E. Dier	24	England	80	84	Tottenham Hotspur	16.5	73.0	2033	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	CDM	2014-08-02	2021-01-01	74	198	69	69	69	67	68	68	68	67	69	69	69	69	74	74	74	69	77	81	81	81	77	78	83	83	83	78	67.0	52.0	82.0	77.0	51.0	65.0	60.0	74.0	78.0	70.0	62.0	68.0	52.0	78.0	38.0	82.0	77.0	78.0	89.0	72.0	91.0	81.0	53.0	67.0	70.0	77.0	82.0	81.0	83.0	11.0	14.0	6.0	13.0	9.0	31.8	2014.0	2021	7.0	Midfield
472	201144	M. Badelj	29	Croatia	80	80	Lazio	11.5	53.0	2017	Right	2.0	4.0	3.0	Medium/ Medium	Lean	No	CDM	2018-08-01	2022-01-01	73	176	69	69	69	71	72	72	72	71	75	75	75	73	79	79	79	73	77	81	81	81	77	76	77	77	77	76	69.0	54.0	66.0	82.0	66.0	72.0	64.0	58.0	82.0	80.0	55.0	56.0	68.0	78.0	64.0	72.0	58.0	79.0	71.0	74.0	76.0	80.0	62.0	78.0	68.0	72.0	79.0	78.0	76.0	8.0	9.0	14.0	15.0	6.0	19.6	2018.0	2022	4.0	Midfield
481	198784	A. Oxlade-Chamberlain	24	England	80	85	Liverpool	19.5	94.0	2125	Right	2.0	4.0	4.0	High/ High	Stocky	Yes	CM	2017-08-31	2022-01-01	69	154	75	75	75	82	81	81	81	82	82	82	82	82	80	80	80	82	78	77	77	77	78	75	70	70	70	75	78.0	69.0	39.0	80.0	58.0	84.0	73.0	60.0	75.0	84.0	84.0	85.0	81.0	78.0	88.0	80.0	69.0	82.0	72.0	76.0	77.0	72.0	79.0	81.0	69.0	77.0	67.0	70.0	66.0	16.0	9.0	6.0	9.0	9.0	38.5	2017.0	2022	5.0	Midfield
482	197853	S. Aurier	25	Ivory Coast	80	83	Tottenham Hotspur	15.5	82.0	2091	Right	2.0	3.0	3.0	High/ High	Normal	Yes	RB	2017-08-31	2022-01-01	69	168	72	72	72	76	74	74	74	76	75	75	75	77	77	77	77	77	81	80	80	80	81	81	81	81	81	81	83.0	54.0	75.0	78.0	47.0	76.0	69.0	30.0	72.0	79.0	79.0	78.0	73.0	81.0	76.0	71.0	94.0	77.0	74.0	58.0	86.0	79.0	72.0	71.0	64.0	75.0	75.0	81.0	82.0	7.0	10.0	15.0	16.0	9.0	29.8	2017.0	2022	5.0	Defending
483	197061	J. Matip	26	Cameroon	80	82	Liverpool	15	99.0	1846	Right	2.0	2.0	2.0	Medium/ Medium	Lean	Yes	CB	2016-07-01	2020-01-01	76	198	63	63	63	63	64	64	64	63	67	67	67	66	73	73	73	66	75	79	79	79	75	76	81	81	81	76	54.0	36.0	82.0	77.0	50.0	65.0	63.0	22.0	74.0	69.0	55.0	69.0	55.0	80.0	47.0	66.0	66.0	73.0	77.0	48.0	75.0	83.0	51.0	72.0	42.0	75.0	80.0	84.0	78.0	11.0	15.0	10.0	7.0	10.0	29.6	2016.0	2020	4.0	Defending
490	193352	R. Rodríguez	25	Switzerland	80	83	Milan	15.5	81.0	2178	Left	3.0	3.0	4.0	Medium/ Medium	Normal	Yes	LB	2017-07-01	2021-01-01	71	170	73	73	73	77	76	76	76	77	77	77	77	78	79	79	79	78	81	81	81	81	81	81	79	79	79	81	86.0	59.0	64.0	78.0	67.0	76.0	82.0	84.0	78.0	78.0	73.0	73.0	73.0	80.0	70.0	78.0	73.0	77.0	75.0	72.0	75.0	80.0	68.0	74.0	83.0	80.0	80.0	78.0	78.0	14.0	13.0	14.0	14.0	11.0	27.5	2017.0	2021	4.0	Defending
505	188942	V. Wanyama	27	Kenya	80	82	Tottenham Hotspur	14.5	86.0	2043	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	CDM	2016-07-01	2021-01-01	72	192	71	71	71	69	70	70	70	69	70	70	70	70	74	74	74	70	76	81	81	81	76	77	82	82	82	77	62.0	61.0	71.0	77.0	60.0	68.0	62.0	57.0	70.0	75.0	54.0	61.0	68.0	81.0	65.0	79.0	79.0	78.0	92.0	60.0	89.0	83.0	63.0	64.0	65.0	76.0	78.0	85.0	77.0	6.0	14.0	10.0	13.0	16.0	27.9	2016.0	2021	5.0	Midfield
509	186569	S. Ulreich	29	Germany	80	80	FC Bayern München	10	61.0	1137	Right	2.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2015-07-01	2021-01-01	76	185	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	12.0	8.0	41.0	13.0	13.0	12.0	15.0	38.0	22.0	41.0	40.0	34.0	79.0	39.0	24.0	66.0	29.0	41.0	11.0	25.0	14.0	8.0	42.0	22.0	45.0	16.0	18.0	14.0	79.0	72.0	69.0	80.0	86.0	16.5	2015.0	2021	6.0	Goalkeeper
510	186547	M. Musacchio	27	Argentina	80	80	Milan	12.5	85.0	1892	Right	3.0	3.0	3.0	Medium/ Medium	Normal	No	RCB	2017-07-01	2021-01-01	71	161	63	63	63	65	64	64	64	65	66	66	66	66	70	70	70	66	75	78	78	78	75	77	82	82	82	77	55.0	40.0	76.0	69.0	36.0	65.0	53.0	45.0	67.0	67.0	69.0	71.0	73.0	76.0	68.0	57.0	83.0	68.0	76.0	53.0	76.0	84.0	50.0	64.0	57.0	76.0	84.0	84.0	80.0	5.0	11.0	12.0	6.0	12.0	21.3	2017.0	2021	4.0	Defending
514	183427	F. Delph	28	England	80	80	Manchester City	11.5	120.0	2137	Left	2.0	3.0	3.0	High/ High	Lean	Yes	LB	2015-07-17	2020-01-01	69	172	74	74	74	77	77	77	77	77	78	78	78	78	80	80	80	78	81	81	81	81	81	80	78	78	78	80	74.0	64.0	60.0	82.0	59.0	77.0	72.0	53.0	76.0	82.0	75.0	72.0	87.0	81.0	86.0	82.0	67.0	87.0	65.0	75.0	84.0	80.0	72.0	73.0	65.0	76.0	77.0	81.0	79.0	10.0	9.0	14.0	11.0	6.0	21.3	2015.0	2020	5.0	Defending
515	180819	A. Lallana	30	England	80	80	Liverpool	13.5	110.0	2086	Right	3.0	5.0	4.0	High/ High	Lean	Yes	CM	2014-07-01	2021-01-01	70	161	77	77	77	80	80	80	80	80	82	82	82	81	81	81	81	81	74	75	75	75	74	72	70	70	70	72	74.0	72.0	67.0	84.0	72.0	84.0	77.0	66.0	76.0	85.0	70.0	69.0	78.0	74.0	75.0	72.0	70.0	77.0	64.0	71.0	76.0	64.0	75.0	83.0	70.0	80.0	61.0	64.0	62.0	6.0	15.0	14.0	8.0	11.0	25.7	2014.0	2021	7.0	Midfield
520	177604	Nacho Monreal	32	Spain	80	80	Arsenal	8	99.0	2011	Left	2.0	3.0	3.0	High/ Medium	Lean	Yes	LB	2013-01-31	2019-01-01	70	159	70	70	70	72	72	72	72	72	72	72	72	73	74	74	74	73	79	78	78	78	79	79	79	79	79	79	76.0	55.0	72.0	77.0	58.0	73.0	74.0	52.0	61.0	77.0	72.0	67.0	70.0	82.0	73.0	74.0	74.0	74.0	65.0	61.0	77.0	81.0	66.0	66.0	61.0	76.0	80.0	83.0	81.0	7.0	5.0	9.0	3.0	5.0	15.2	2013.0	2019	6.0	Defending
526	173373	S. Romero	31	Argentina	80	80	Manchester United	9	91.0	1251	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2015-07-27	2021-01-01	76	192	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	14.0	12.0	39.0	17.0	12.0	12.0	13.0	48.0	40.0	47.0	44.0	52.0	78.0	44.0	14.0	63.0	35.0	75.0	11.0	33.0	21.0	11.0	55.0	16.0	62.0	14.0	11.0	15.0	78.0	76.0	81.0	77.0	82.0	16.7	2015.0	2021	6.0	Goalkeeper
529	171833	D. Sturridge	28	England	80	80	Liverpool	15.5	125.0	1837	Left	3.0	2.0	4.0	Medium/ Low	Normal	Yes	ST	2013-01-02	2019-01-01	71	168	80	80	80	79	81	81	81	79	79	79	79	77	71	71	71	77	53	52	52	52	53	49	44	44	44	49	62.0	83.0	70.0	72.0	73.0	79.0	62.0	68.0	62.0	80.0	72.0	78.0	74.0	78.0	64.0	82.0	70.0	55.0	66.0	79.0	60.0	22.0	81.0	74.0	75.0	81.0	11.0	24.0	12.0	7.0	15.0	9.0	5.0	13.0	29.5	2013.0	2019	6.0	Attacking
533	165109	S. Radu	31	Romania	80	80	Lazio	10	51.0	1964	Left	2.0	3.0	3.0	Medium/ High	Normal	No	LCB	2008-01-01	2020-01-01	72	174	68	68	68	68	68	68	68	68	68	68	68	68	71	71	71	68	77	78	78	78	77	79	81	81	81	79	67.0	55.0	70.0	71.0	51.0	66.0	45.0	48.0	67.0	69.0	70.0	68.0	70.0	78.0	67.0	79.0	65.0	69.0	74.0	74.0	75.0	85.0	55.0	60.0	57.0	76.0	86.0	86.0	85.0	9.0	12.0	12.0	6.0	13.0	17	2008.0	2020	12.0	Defending
534	164468	G. Cahill	32	England	80	80	Chelsea	8.5	99.0	1754	Right	3.0	3.0	2.0	Medium/ Medium	Normal	Yes	CB	2012-01-16	2019-01-01	76	194	64	64	64	57	61	61	61	57	61	61	61	57	66	66	66	57	67	75	75	75	67	70	82	82	82	70	28.0	56.0	85.0	66.0	47.0	56.0	48.0	27.0	60.0	61.0	42.0	48.0	51.0	79.0	47.0	63.0	80.0	61.0	79.0	64.0	85.0	78.0	45.0	56.0	53.0	74.0	83.0	82.0	81.0	5.0	12.0	9.0	5.0	12.0	15.7	2012.0	2019	7.0	Defending
535	163711	L. Diarra	33	France	80	80	Paris Saint-Germain	6	75.0	1968	Right	3.0	3.0	3.0	Medium/ High	Normal	Yes	CDM	2018-01-23	2019-01-01	69	163	65	65	65	70	70	70	70	70	73	73	73	72	77	77	77	72	79	81	81	81	79	79	78	78	78	79	60.0	38.0	59.0	79.0	37.0	73.0	57.0	41.0	75.0	80.0	69.0	69.0	79.0	77.0	87.0	74.0	76.0	85.0	68.0	67.0	77.0	80.0	50.0	73.0	49.0	83.0	78.0	79.0	81.0	9.0	5.0	12.0	10.0	15.0	11.1	2018.0	2019	1.0	Midfield
543	146760	Juanfran	33	Spain	80	80	Atlético Madrid	5.5	53.0	2053	Right	3.0	3.0	3.0	High/ Medium	Lean	Yes	RB	2011-01-01	2019-01-01	71	157	71	71	71	76	74	74	74	76	75	75	75	78	76	76	76	78	81	79	79	79	81	81	78	78	78	81	81.0	54.0	59.0	77.0	49.0	75.0	80.0	59.0	66.0	78.0	74.0	86.0	74.0	82.0	63.0	68.0	68.0	80.0	74.0	53.0	78.0	76.0	68.0	72.0	66.0	74.0	75.0	81.0	80.0	11.0	14.0	10.0	15.0	7.0	11.3	2011.0	2019	8.0	Defending
548	140293	A. Mirante	34	Italy	80	80	Roma	6	51.0	1199	Right	2.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2018-07-01	2021-01-01	76	174	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	10.0	17.0	13.0	35.0	15.0	24.0	17.0	13.0	35.0	25.0	44.0	43.0	50.0	77.0	50.0	23.0	62.0	33.0	55.0	15.0	32.0	17.0	10.0	43.0	21.0	65.0	10.0	12.0	12.0	82.0	80.0	64.0	78.0	82.0	10.2	2018.0	2021	3.0	Goalkeeper
561	231478	L. Martínez	20	Argentina	79	86	Inter	18	54.0	1892	Right	1.0	4.0	4.0	High/ Medium	Normal	No	ST	2018-07-05	2023-01-01	69	174	80	80	80	76	78	78	78	76	75	75	75	74	67	67	67	74	57	55	55	55	57	55	54	54	54	55	56.0	82.0	79.0	62.0	68.0	78.0	71.0	33.0	50.0	79.0	82.0	83.0	79.0	75.0	70.0	79.0	81.0	75.0	86.0	68.0	74.0	31.0	79.0	72.0	59.0	77.0	46.0	22.0	25.0	11.0	8.0	8.0	8.0	13.0	34.2	2018.0	2023	5.0	Attacking
562	230938	F. Kessié	21	Ivory Coast	79	88	Milan	19.5	24.0	2149	Right	2.0	4.0	3.0	High/ High	Normal	No	CM	NaT	2019-06-30	72	168	76	76	76	76	77	77	77	76	77	77	77	77	79	79	79	77	79	81	81	81	79	79	80	80	80	79	66.0	64.0	68.0	79.0	60.0	78.0	58.0	48.0	75.0	79.0	71.0	77.0	68.0	76.0	79.0	84.0	79.0	96.0	87.0	76.0	86.0	80.0	76.0	71.0	82.0	76.0	80.0	78.0	74.0	9.0	11.0	12.0	12.0	10.0	19.8	2017.0	2019	2.0	Midfield
570	227796	C. Pulisic	19	United States	79	87	Borussia Dortmund	18	26.0	1925	Right	3.0	4.0	4.0	Medium/ Medium	Lean	Yes	RM	2016-01-05	2020-01-01	70	152	75	75	75	81	80	80	80	81	80	80	80	81	72	72	72	81	65	58	58	58	65	61	49	49	49	61	69.0	67.0	46.0	77.0	70.0	87.0	69.0	58.0	56.0	82.0	93.0	88.0	87.0	79.0	89.0	79.0	84.0	74.0	52.0	58.0	45.0	32.0	73.0	78.0	61.0	67.0	38.0	30.0	41.0	8.0	12.0	13.0	16.0	14.0	34.2	2016.0	2020	4.0	Midfield
573	226161	Marcos Llorente	23	Spain	79	87	Real Madrid	16	110.0	1869	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CDM	2014-11-28	2021-01-01	72	161	63	63	63	67	68	68	68	67	72	72	72	70	77	77	77	70	74	79	79	79	74	74	75	75	75	74	56.0	39.0	61.0	84.0	44.0	68.0	45.0	51.0	81.0	78.0	61.0	59.0	58.0	74.0	66.0	58.0	66.0	75.0	72.0	56.0	65.0	80.0	65.0	76.0	53.0	76.0	76.0	79.0	72.0	13.0	6.0	6.0	11.0	15.0	36	2014.0	2021	7.0	Midfield
576	225711	A. Diallo	22	France	79	86	Borussia Dortmund	15	43.0	1876	Left	2.0	3.0	3.0	High/ Medium	Lean	No	LCB	2018-07-01	2023-01-01	73	174	63	63	63	68	66	66	66	68	69	69	69	72	73	73	73	72	77	78	78	78	77	78	79	79	79	78	66.0	38.0	81.0	76.0	39.0	73.0	46.0	32.0	78.0	76.0	75.0	77.0	75.0	78.0	69.0	43.0	84.0	76.0	78.0	24.0	76.0	77.0	56.0	68.0	41.0	81.0	75.0	80.0	78.0	12.0	7.0	7.0	7.0	8.0	28.5	2018.0	2023	5.0	Defending
583	222028	J. Weigl	22	Germany	79	84	Borussia Dortmund	14.5	43.0	1918	Right	3.0	3.0	3.0	Medium/ Medium	Lean	No	CDM	2015-07-01	2021-01-01	73	159	64	64	64	71	70	70	70	71	75	75	75	74	79	79	79	74	78	81	81	81	78	77	76	76	76	77	58.0	41.0	63.0	85.0	56.0	74.0	63.0	46.0	80.0	79.0	72.0	59.0	77.0	80.0	65.0	48.0	67.0	80.0	63.0	52.0	64.0	84.0	56.0	77.0	50.0	80.0	74.0	78.0	73.0	6.0	14.0	16.0	11.0	7.0	25.7	2015.0	2021	6.0	Midfield
584	221660	V. Lindelöf	23	Sweden	79	85	Manchester United	14.5	91.0	1943	Right	2.0	3.0	3.0	Medium/ Medium	Lean	Yes	CB	2017-07-01	2021-01-01	74	176	63	63	63	66	65	65	65	66	68	68	68	69	72	72	72	69	76	78	78	78	76	77	79	79	79	77	64.0	36.0	76.0	79.0	34.0	66.0	64.0	66.0	73.0	75.0	68.0	77.0	66.0	75.0	63.0	68.0	75.0	75.0	77.0	57.0	78.0	79.0	44.0	67.0	55.0	76.0	77.0	80.0	77.0	12.0	16.0	8.0	7.0	9.0	29.7	2017.0	2021	4.0	Defending
588	216497	M. Philipp	24	Germany	79	84	Borussia Dortmund	17	53.0	1974	Right	2.0	4.0	4.0	High/ Medium	Lean	No	ST	2017-07-01	2022-01-01	72	174	79	79	79	81	81	81	81	81	81	81	81	79	74	74	74	79	64	62	62	62	64	61	55	55	55	61	66.0	81.0	54.0	78.0	80.0	85.0	68.0	65.0	62.0	82.0	84.0	79.0	83.0	79.0	75.0	82.0	59.0	68.0	68.0	79.0	55.0	39.0	79.0	74.0	75.0	67.0	39.0	48.0	39.0	8.0	12.0	10.0	10.0	9.0	30.2	2017.0	2022	5.0	Attacking
590	216150	D. Zappacosta	26	Italy	79	81	Chelsea	12.5	94.0	2069	Right	2.0	3.0	3.0	High/ High	Lean	Yes	RB	2017-08-31	2021-01-01	72	159	72	72	72	74	73	73	73	74	73	73	73	75	74	74	74	75	79	76	76	76	79	79	76	76	76	79	81.0	59.0	69.0	74.0	69.0	76.0	74.0	59.0	68.0	74.0	74.0	79.0	72.0	76.0	73.0	75.0	67.0	87.0	68.0	72.0	75.0	76.0	71.0	64.0	59.0	73.0	76.0	78.0	79.0	11.0	9.0	8.0	6.0	11.0	24.1	2017.0	2021	4.0	Defending
606	207993	S. Kolašinac	25	Bosnia Herzegovina	79	82	Arsenal	13	89.0	1937	Left	2.0	2.0	3.0	Medium/ High	Stocky	Yes	LB	2017-07-01	2022-01-01	72	187	72	72	72	71	72	72	72	71	70	70	70	72	71	71	71	72	78	76	76	76	78	78	80	80	80	78	77.0	59.0	74.0	76.0	48.0	73.0	43.0	25.0	53.0	74.0	68.0	75.0	49.0	77.0	55.0	82.0	76.0	79.0	90.0	58.0	93.0	73.0	66.0	60.0	44.0	72.0	73.0	81.0	80.0	15.0	9.0	16.0	7.0	9.0	25.7	2017.0	2022	5.0	Defending
613	205192	Denis Suárez	24	Spain	79	86	FC Barcelona	17.5	120.0	2016	Right	2.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2016-07-04	2020-01-01	69	152	74	74	74	81	80	80	80	81	82	82	82	81	80	80	80	81	72	71	71	71	72	69	62	62	62	69	77.0	72.0	44.0	82.0	68.0	83.0	82.0	70.0	78.0	84.0	77.0	77.0	82.0	82.0	76.0	75.0	58.0	72.0	57.0	73.0	47.0	62.0	76.0	81.0	63.0	70.0	69.0	59.0	42.0	10.0	14.0	10.0	7.0	7.0	39.4	2016.0	2020	4.0	Midfield
615	204614	Mário Rui	27	Portugal	79	80	Napoli	11.5	60.0	2066	Left	2.0	3.0	3.0	High/ Medium	Lean	No	LB	2018-01-06	2022-01-01	67	148	64	64	64	73	70	70	70	73	72	72	72	75	75	75	75	75	80	76	76	76	80	79	74	74	74	79	79.0	27.0	60.0	76.0	53.0	79.0	68.0	66.0	72.0	76.0	88.0	83.0	88.0	78.0	89.0	69.0	92.0	91.0	54.0	73.0	73.0	77.0	59.0	64.0	60.0	73.0	71.0	76.0	76.0	13.0	5.0	9.0	8.0	14.0	20.4	2018.0	2022	4.0	Defending
629	201862	M. Rojo	28	Argentina	79	79	Manchester United	10	115.0	1998	Left	3.0	2.0	3.0	Medium/ High	Normal	Yes	CB	2014-08-20	2021-01-01	74	176	68	68	68	67	67	67	67	67	67	67	67	69	70	70	70	69	76	77	77	77	76	77	81	81	81	77	74.0	50.0	79.0	72.0	48.0	64.0	67.0	57.0	73.0	67.0	68.0	69.0	68.0	74.0	63.0	80.0	82.0	68.0	77.0	63.0	92.0	77.0	57.0	57.0	64.0	73.0	76.0	81.0	79.0	7.0	8.0	12.0	15.0	10.0	18.5	2014.0	2021	7.0	Defending
631	201510	L. Kurzawa	25	France	79	82	Paris Saint-Germain	13	68.0	2110	Left	2.0	3.0	4.0	High/ Low	Lean	Yes	LB	2015-08-27	2020-01-01	72	168	76	76	76	78	78	78	78	78	78	78	78	79	78	78	78	79	79	78	78	78	79	79	78	78	78	79	79.0	73.0	75.0	80.0	61.0	76.0	73.0	53.0	72.0	80.0	79.0	74.0	75.0	80.0	72.0	69.0	82.0	79.0	72.0	67.0	75.0	76.0	76.0	75.0	54.0	76.0	72.0	77.0	79.0	14.0	10.0	7.0	9.0	15.0	25	2015.0	2020	5.0	Defending
641	199767	M. van Ginkel	25	Netherlands	79	80	Chelsea	14.5	98.0	2102	Right	2.0	4.0	3.0	High/ High	Lean	Yes	CM	2013-07-05	2020-01-01	73	181	77	77	77	77	78	78	78	77	79	79	79	77	79	79	79	77	74	76	76	76	74	73	73	73	73	73	71.0	76.0	74.0	83.0	74.0	75.0	66.0	69.0	79.0	80.0	62.0	69.0	71.0	77.0	59.0	79.0	74.0	76.0	71.0	76.0	69.0	63.0	78.0	77.0	84.0	84.0	71.0	73.0	68.0	7.0	11.0	13.0	13.0	14.0	27.9	2013.0	2020	7.0	Midfield
645	199304	Danilo	26	Brazil	79	80	Manchester City	12	110.0	2128	Right	2.0	4.0	3.0	High/ Medium	Lean	Yes	RB	2017-07-23	2022-01-01	72	172	75	75	75	75	75	75	75	75	74	74	74	75	76	76	76	75	79	78	78	78	79	79	78	78	78	79	74.0	61.0	69.0	77.0	72.0	73.0	76.0	76.0	69.0	79.0	73.0	76.0	70.0	79.0	65.0	85.0	74.0	82.0	76.0	74.0	75.0	81.0	75.0	64.0	67.0	69.0	78.0	77.0	78.0	14.0	5.0	15.0	14.0	5.0	23.1	2017.0	2022	5.0	Defending
646	199189	R. Barkley	24	England	79	82	Chelsea	16	89.0	1980	Right	2.0	5.0	4.0	Medium/ Medium	Normal	Yes	CAM	2018-01-05	2023-01-01	73	192	76	76	76	77	79	79	79	77	80	80	80	78	78	78	78	78	67	69	69	69	67	65	64	64	64	65	65.0	68.0	65.0	82.0	61.0	85.0	68.0	70.0	78.0	84.0	69.0	70.0	66.0	74.0	58.0	81.0	62.0	69.0	77.0	80.0	74.0	45.0	71.0	79.0	65.0	80.0	54.0	58.0	51.0	9.0	14.0	12.0	6.0	10.0	30.8	2018.0	2023	5.0	Midfield
654	194957	P. Jones	26	England	79	80	Manchester United	12	110.0	1827	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	CB	2011-07-01	2019-01-01	73	157	62	62	62	60	60	60	60	60	61	61	61	62	67	67	67	62	72	76	76	76	72	74	80	80	80	74	60.0	44.0	78.0	73.0	49.0	59.0	38.0	35.0	67.0	64.0	54.0	59.0	52.0	77.0	59.0	68.0	82.0	64.0	79.0	59.0	86.0	80.0	42.0	54.0	55.0	68.0	76.0	81.0	82.0	10.0	8.0	6.0	16.0	11.0	23.1	2011.0	2019	8.0	Defending
665	190456	N. Clyne	27	England	79	80	Liverpool	11.5	94.0	2016	Right	2.0	2.0	3.0	High/ Medium	Normal	Yes	RB	2015-07-01	2020-01-01	69	148	71	71	71	75	73	73	73	75	73	73	73	75	74	74	74	75	79	77	77	77	79	79	78	78	78	79	78.0	54.0	68.0	75.0	45.0	76.0	64.0	39.0	66.0	78.0	77.0	78.0	79.0	75.0	75.0	74.0	69.0	76.0	67.0	69.0	76.0	79.0	72.0	64.0	46.0	75.0	78.0	81.0	82.0	10.0	11.0	13.0	15.0	7.0	22.7	2015.0	2020	5.0	Defending
666	190243	M. Hitz	30	Switzerland	79	79	Borussia Dortmund	8	41.0	1183	Right	2.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-01	2021-01-01	76	196	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	27.0	18.0	29.0	26.0	13.0	15.0	17.0	25.0	17.0	41.0	46.0	41.0	72.0	31.0	38.0	67.0	39.0	78.0	12.0	25.0	23.0	8.0	15.0	22.0	42.0	13.0	15.0	14.0	81.0	80.0	63.0	79.0	81.0	13.6	2018.0	2021	3.0	Goalkeeper
679	186832	K. Asamoah	29	Ghana	79	79	Inter	9.5	62.0	2168	Left	2.0	3.0	4.0	High/ High	Stocky	No	LB	2018-07-02	2021-01-01	68	165	75	75	75	78	78	78	78	78	79	79	79	79	80	80	80	79	80	80	80	80	80	80	79	79	79	80	78.0	55.0	68.0	81.0	76.0	82.0	72.0	68.0	79.0	81.0	77.0	77.0	85.0	78.0	83.0	84.0	78.0	76.0	75.0	78.0	82.0	78.0	78.0	76.0	64.0	76.0	80.0	78.0	80.0	5.0	4.0	3.0	4.0	5.0	16.2	2018.0	2021	3.0	Defending
681	186132	D. Drinkwater	28	England	79	79	Chelsea	12.5	110.0	2023	Right	2.0	4.0	3.0	Medium/ Medium	Normal	Yes	CM	2017-08-31	2022-01-01	70	179	71	71	71	73	74	74	74	73	76	76	76	74	79	79	79	74	75	78	78	78	75	74	73	73	73	74	64.0	60.0	61.0	80.0	69.0	75.0	72.0	69.0	83.0	78.0	63.0	63.0	67.0	77.0	76.0	77.0	54.0	77.0	69.0	72.0	74.0	75.0	71.0	79.0	53.0	78.0	69.0	76.0	73.0	12.0	6.0	8.0	9.0	12.0	23.1	2017.0	2022	5.0	Midfield
682	185431	N. Kalinić	30	Croatia	79	79	Atlético Madrid	12	60.0	1868	Right	3.0	4.0	3.0	High/ High	Lean	No	ST	2018-08-09	2021-01-01	74	176	80	80	80	76	78	78	78	76	75	75	75	75	69	69	69	75	60	59	59	59	60	58	57	57	57	58	60.0	83.0	78.0	72.0	75.0	73.0	64.0	54.0	48.0	78.0	67.0	73.0	69.0	78.0	58.0	76.0	68.0	71.0	77.0	60.0	68.0	42.0	87.0	66.0	70.0	78.0	46.0	32.0	28.0	9.0	11.0	9.0	11.0	7.0	24.6	2018.0	2021	3.0	Attacking
690	183497	O. Karnezis	32	Greece	79	79	Napoli	7	48.0	1207	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-06	2021-01-01	75	179	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	19.0	16.0	24.0	22.0	14.0	15.0	11.0	11.0	36.0	23.0	44.0	34.0	45.0	75.0	49.0	22.0	64.0	33.0	66.0	18.0	18.0	23.0	10.0	47.0	21.0	60.0	20.0	15.0	24.0	80.0	78.0	72.0	77.0	81.0	11.9	2018.0	2021	3.0	Goalkeeper
697	177644	Kiko Casilla	31	Spain	79	79	Real Madrid	7.5	105.0	1279	Right	2.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2015-07-19	2020-01-01	75	190	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	24.0	14.0	13.0	30.0	12.0	12.0	25.0	25.0	24.0	20.0	32.0	49.0	43.0	74.0	58.0	24.0	69.0	43.0	79.0	13.0	45.0	20.0	12.0	52.0	23.0	60.0	26.0	15.0	11.0	74.0	81.0	79.0	81.0	77.0	15.4	2015.0	2020	5.0	Goalkeeper
700	176944	M. Fellaini	30	Belgium	79	79	Manchester United	11.5	120.0	1994	Right	3.0	3.0	3.0	Medium/ Medium	Lean	Yes	CM	2013-09-02	2020-01-01	76	187	79	79	79	72	76	76	76	72	75	75	75	73	78	78	78	73	73	80	80	80	73	73	81	81	81	73	61.0	73.0	93.0	81.0	68.0	67.0	64.0	46.0	66.0	82.0	41.0	48.0	47.0	81.0	49.0	75.0	64.0	75.0	91.0	65.0	94.0	74.0	84.0	73.0	64.0	78.0	77.0	77.0	60.0	8.0	6.0	9.0	15.0	16.0	21.3	2013.0	2020	7.0	Midfield
702	176550	D. Ospina	29	Colombia	79	79	Napoli	8.5	80.0	1172	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	NaT	2019-06-30	72	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	10.0	15.0	36.0	12.0	12.0	10.0	13.0	32.0	32.0	34.0	34.0	44.0	72.0	50.0	35.0	75.0	29.0	38.0	12.0	20.0	25.0	16.0	50.0	26.0	60.0	11.0	13.0	12.0	83.0	70.0	78.0	77.0	85.0	19.8	2017.0	2019	2.0	Goalkeeper
703	173426	S. Mignolet	30	Belgium	79	79	Liverpool	8	76.0	1254	Right	3.0	2.0	1.0	Medium/ Medium	Normal	Yes	GK	2013-06-25	2021-01-01	76	192	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	11.0	16.0	37.0	16.0	14.0	16.0	12.0	34.0	26.0	50.0	52.0	34.0	74.0	52.0	45.0	69.0	31.0	72.0	16.0	34.0	21.0	14.0	43.0	41.0	61.0	7.0	14.0	16.0	80.0	74.0	64.0	76.0	82.0	15.2	2013.0	2021	8.0	Goalkeeper
717	152908	A. Young	32	England	79	79	Manchester United	7	110.0	2120	Right	2.0	3.0	4.0	High/ Medium	Lean	Yes	LB	2011-07-01	2019-01-01	69	143	72	72	72	77	75	75	75	77	77	77	77	77	77	77	77	77	79	78	78	78	79	78	74	74	74	78	84.0	64.0	57.0	79.0	71.0	77.0	86.0	75.0	70.0	79.0	77.0	72.0	77.0	80.0	76.0	75.0	55.0	75.0	67.0	69.0	78.0	77.0	67.0	76.0	60.0	74.0	75.0	76.0	74.0	16.0	10.0	15.0	16.0	15.0	13	2011.0	2019	8.0	Defending
723	108080	S. Lichtsteiner	34	Switzerland	79	79	Arsenal	3.6	94.0	2020	Right	3.0	3.0	3.0	High/ High	Lean	Yes	RB	2018-07-01	2019-01-01	72	168	70	70	70	73	72	72	72	73	72	72	72	74	75	75	75	74	80	79	79	79	80	80	80	80	80	80	78.0	45.0	70.0	77.0	62.0	76.0	68.0	66.0	70.0	76.0	65.0	69.0	73.0	79.0	77.0	74.0	73.0	76.0	70.0	68.0	82.0	82.0	66.0	62.0	64.0	80.0	78.0	80.0	80.0	4.0	3.0	2.0	3.0	2.0	6.8	2018.0	2019	1.0	Defending
730	235212	A. Hakimi	19	Morocco	78	86	Borussia Dortmund	12.5	49.0	2024	Right	1.0	2.0	3.0	High/ Medium	Normal	Yes	LB	NaT	2020-06-30	71	161	73	73	73	77	75	75	75	77	75	75	75	78	74	74	74	78	79	75	75	75	79	78	74	74	74	78	76.0	59.0	64.0	77.0	48.0	78.0	65.0	55.0	68.0	78.0	89.0	91.0	75.0	77.0	75.0	75.0	69.0	84.0	73.0	62.0	67.0	71.0	71.0	63.0	46.0	72.0	74.0	73.0	75.0	10.0	8.0	14.0	6.0	8.0	19.8	2017.0	2020	3.0	Defending
735	231281	T. Alexander-Arnold	19	England	78	88	Liverpool	14	36.0	2025	Right	1.0	3.0	3.0	High/ Medium	Lean	Yes	RB	2015-10-07	2021-01-01	71	152	68	68	68	73	71	71	71	73	73	73	73	75	74	74	74	75	78	76	76	76	78	77	73	73	73	77	83.0	56.0	59.0	76.0	41.0	72.0	74.0	74.0	75.0	72.0	82.0	79.0	74.0	75.0	74.0	70.0	66.0	79.0	62.0	63.0	73.0	76.0	62.0	72.0	55.0	74.0	75.0	76.0	74.0	14.0	15.0	14.0	6.0	7.0	29.4	2015.0	2021	6.0	Defending
744	228881	D. Calabria	21	Italy	78	88	Milan	14.5	52.0	1946	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	RB	2015-07-01	2022-01-01	69	154	60	60	60	67	63	63	63	67	65	65	65	70	69	69	69	70	79	76	76	76	79	78	76	76	76	78	79.0	30.0	64.0	75.0	58.0	73.0	76.0	48.0	68.0	74.0	81.0	77.0	83.0	74.0	78.0	62.0	69.0	81.0	64.0	48.0	78.0	77.0	42.0	50.0	48.0	74.0	78.0	78.0	77.0	8.0	14.0	15.0	12.0	7.0	27.6	2015.0	2022	7.0	Defending
746	228251	L. Pellegrini	22	Italy	78	84	Roma	14	51.0	2027	Right	2.0	3.0	3.0	Medium/ Medium	Normal	No	CM	2017-07-01	2022-01-01	73	170	74	74	74	76	76	76	76	76	77	77	77	77	78	78	78	77	76	76	76	76	76	75	74	74	74	75	72.0	60.0	71.0	82.0	69.0	76.0	69.0	40.0	79.0	79.0	77.0	74.0	68.0	73.0	69.0	76.0	67.0	76.0	69.0	72.0	71.0	70.0	74.0	76.0	49.0	79.0	70.0	74.0	72.0	12.0	7.0	10.0	13.0	11.0	26.6	2017.0	2022	5.0	Midfield
754	225161	Vallejo	21	Spain	78	86	Real Madrid	13.5	81.0	1738	Right	1.0	3.0	2.0	Low/ High	Lean	Yes	CB	2015-07-31	2021-01-01	72	174	58	58	58	57	57	57	57	57	58	58	58	60	64	64	64	60	72	75	75	75	72	74	78	78	78	74	41.0	44.0	74.0	76.0	36.0	56.0	29.0	31.0	75.0	67.0	67.0	74.0	69.0	77.0	69.0	49.0	77.0	66.0	69.0	31.0	74.0	82.0	32.0	33.0	45.0	76.0	79.0	78.0	81.0	10.0	13.0	15.0	13.0	6.0	30.4	2015.0	2021	6.0	Defending
755	225100	J. Gomez	21	England	78	88	Liverpool	14.5	61.0	1742	Right	1.0	3.0	3.0	Medium/ Medium	Normal	Yes	CB	2015-06-20	2024-01-01	74	170	58	58	58	64	61	61	61	64	62	62	62	67	65	65	65	67	77	74	74	74	77	78	78	78	78	78	69.0	26.0	68.0	72.0	24.0	67.0	41.0	29.0	57.0	68.0	80.0	83.0	64.0	77.0	66.0	41.0	66.0	74.0	80.0	26.0	70.0	81.0	51.0	52.0	26.0	69.0	78.0	80.0	77.0	8.0	13.0	14.0	7.0	7.0	30.5	2015.0	2024	9.0	Defending
759	224031	A. Marušić	25	Montenegro	78	79	Lazio	12.5	46.0	2088	Right	1.0	4.0	4.0	High/ Medium	Normal	No	RM	2017-07-01	2022-01-01	73	187	77	77	77	78	77	77	77	78	76	76	76	78	75	75	75	78	78	75	75	75	78	77	75	75	75	77	78.0	66.0	72.0	75.0	68.0	78.0	72.0	48.0	68.0	77.0	86.0	89.0	66.0	76.0	67.0	81.0	80.0	79.0	79.0	77.0	71.0	73.0	73.0	72.0	58.0	72.0	72.0	71.0	72.0	8.0	9.0	7.0	10.0	10.0	22.2	2017.0	2022	5.0	Midfield
773	216655	Bastos	26	Angola	78	79	Lazio	10	44.0	1710	Right	2.0	3.0	2.0	Medium/ High	Normal	No	CB	2016-08-17	2020-01-01	71	170	55	55	55	54	54	54	54	54	55	55	55	57	60	60	60	57	70	73	73	73	70	72	78	78	78	72	36.0	30.0	74.0	70.0	31.0	55.0	35.0	28.0	65.0	62.0	73.0	77.0	62.0	72.0	76.0	49.0	71.0	65.0	82.0	41.0	75.0	79.0	31.0	28.0	50.0	67.0	80.0	80.0	77.0	13.0	8.0	11.0	12.0	12.0	17.8	2016.0	2020	4.0	Defending
781	215466	N. Maksimović	26	Serbia	78	81	Napoli	11	54.0	1584	Right	2.0	3.0	2.0	Medium/ High	Lean	No	CB	2017-07-09	2021-01-01	76	192	51	51	51	50	49	49	49	50	50	50	50	53	56	56	56	53	69	71	71	71	69	72	79	79	79	72	45.0	22.0	79.0	59.0	28.0	49.0	29.0	23.0	59.0	61.0	62.0	68.0	49.0	71.0	58.0	39.0	67.0	67.0	86.0	29.0	78.0	80.0	29.0	31.0	26.0	70.0	79.0	80.0	79.0	12.0	9.0	5.0	11.0	15.0	19.5	2017.0	2021	4.0	Defending
783	215330	J. Correa	23	Argentina	78	83	Lazio	14	42.0	1855	Right	1.0	4.0	4.0	High/ Medium	Lean	Yes	LM	2018-08-01	2023-01-01	74	170	74	74	74	79	78	78	78	79	79	79	79	79	74	74	74	79	62	60	60	60	62	57	49	49	49	57	74.0	74.0	43.0	78.0	75.0	85.0	79.0	63.0	69.0	83.0	76.0	79.0	82.0	70.0	61.0	76.0	32.0	75.0	74.0	71.0	48.0	36.0	74.0	75.0	57.0	73.0	39.0	37.0	26.0	11.0	10.0	7.0	8.0	8.0	24.9	2018.0	2023	5.0	Midfield
789	213655	A. Iwobi	22	Nigeria	78	84	Arsenal	14	81.0	1739	Right	1.0	3.0	4.0	Medium/ Medium	Normal	Yes	LM	2013-07-01	2023-01-01	73	165	71	71	71	78	77	77	77	78	79	79	79	78	72	72	72	78	59	56	56	56	59	53	44	44	44	53	67.0	64.0	42.0	81.0	48.0	84.0	50.0	40.0	63.0	84.0	80.0	77.0	76.0	75.0	75.0	67.0	47.0	74.0	70.0	54.0	46.0	24.0	75.0	80.0	59.0	72.0	30.0	26.0	23.0	14.0	7.0	12.0	14.0	11.0	29.4	2013.0	2023	10.0	Midfield
790	213400	D. Laxalt	25	Uruguay	78	80	Milan	12.5	76.0	1992	Left	2.0	3.0	4.0	High/ High	Lean	No	LB	2018-08-17	2022-01-01	70	150	70	70	70	77	74	74	74	77	76	76	76	78	75	75	75	78	77	73	73	73	77	74	66	66	66	74	78.0	60.0	43.0	78.0	49.0	77.0	61.0	60.0	74.0	78.0	86.0	90.0	85.0	72.0	77.0	74.0	65.0	93.0	60.0	66.0	72.0	64.0	68.0	68.0	49.0	76.0	64.0	64.0	68.0	10.0	12.0	10.0	9.0	8.0	22.2	2018.0	2022	4.0	Defending
798	212153	R. Gagliardini	24	Italy	78	82	Inter	11.5	46.0	1981	Right	2.0	2.0	3.0	Medium/ High	Lean	No	CDM	2017-08-01	2023-01-01	75	170	71	71	71	72	73	73	73	72	74	74	74	73	77	77	77	73	77	79	79	79	77	77	77	77	77	77	64.0	54.0	73.0	78.0	68.0	75.0	68.0	38.0	75.0	77.0	68.0	68.0	64.0	72.0	62.0	76.0	64.0	85.0	71.0	73.0	74.0	80.0	68.0	73.0	40.0	74.0	77.0	78.0	76.0	12.0	6.0	8.0	7.0	9.0	20.4	2017.0	2023	6.0	Midfield
807	208450	Andreas Pereira	22	Brazil	78	84	Manchester United	14	91.0	2100	Right	1.0	4.0	4.0	Medium/ Medium	Lean	Yes	CM	2013-01-01	2019-01-01	70	157	75	75	75	79	78	78	78	79	79	79	79	79	78	78	78	79	75	74	74	74	75	73	69	69	69	73	78.0	74.0	56.0	80.0	72.0	81.0	80.0	80.0	77.0	81.0	78.0	74.0	78.0	74.0	78.0	73.0	62.0	75.0	68.0	77.0	69.0	68.0	71.0	78.0	70.0	74.0	67.0	65.0	63.0	15.0	14.0	7.0	10.0	7.0	28.7	2013.0	2019	6.0	Midfield
809	208268	B. Cristante	23	Italy	78	86	Roma	15	26.0	1944	Right	2.0	3.0	3.0	Medium/ Medium	Lean	No	CM	NaT	2019-06-30	73	176	74	74	74	75	76	76	76	75	77	77	77	76	78	78	78	76	72	75	75	75	72	71	71	71	71	71	68.0	68.0	70.0	83.0	67.0	78.0	65.0	64.0	78.0	81.0	63.0	58.0	64.0	74.0	54.0	74.0	58.0	69.0	70.0	74.0	64.0	66.0	76.0	76.0	58.0	70.0	70.0	69.0	66.0	3.0	5.0	3.0	3.0	5.0	19.8	2017.0	2019	2.0	Midfield
815	206058	M. De Sciglio	25	Italy	78	81	Juventus	10.5	78.0	1936	Right	2.0	5.0	3.0	Medium/ Medium	Lean	Yes	RB	2017-07-20	2022-01-01	72	172	64	64	64	70	67	67	67	70	69	69	69	72	72	72	72	72	79	76	76	76	79	79	76	76	76	79	78.0	33.0	68.0	74.0	41.0	74.0	75.0	39.0	68.0	75.0	75.0	79.0	79.0	72.0	77.0	67.0	77.0	87.0	68.0	51.0	74.0	76.0	64.0	60.0	49.0	72.0	79.0	78.0	78.0	5.0	3.0	5.0	5.0	3.0	18.1	2017.0	2022	5.0	Defending
817	205943	V. Chiricheş	28	Romania	78	78	Napoli	8.5	57.0	1866	Right	2.0	3.0	2.0	Medium/ Medium	Lean	Yes	CB	2015-07-30	2022-01-01	72	165	65	65	65	60	62	62	62	60	61	61	61	61	66	66	66	61	71	75	75	75	71	73	78	78	78	73	46.0	56.0	73.0	68.0	70.0	59.0	46.0	25.0	70.0	66.0	66.0	67.0	57.0	74.0	72.0	82.0	73.0	66.0	72.0	72.0	76.0	79.0	36.0	46.0	51.0	69.0	83.0	82.0	78.0	7.0	11.0	10.0	14.0	13.0	14.5	2015.0	2022	7.0	Defending
826	204259	S. Arias	26	Colombia	78	81	Atlético Madrid	10.5	46.0	2002	Right	2.0	3.0	3.0	High/ Medium	Normal	No	RB	2018-07-31	2023-01-01	70	159	68	68	68	73	71	71	71	73	72	72	72	76	74	74	74	76	79	77	77	77	79	79	76	76	76	79	74.0	51.0	67.0	74.0	43.0	74.0	31.0	54.0	73.0	76.0	84.0	86.0	78.0	76.0	77.0	56.0	82.0	90.0	69.0	50.0	79.0	75.0	70.0	64.0	56.0	76.0	74.0	76.0	77.0	14.0	7.0	14.0	15.0	16.0	22.3	2018.0	2023	5.0	Defending
858	172962	V. Moses	27	Nigeria	78	78	Chelsea	11	105.0	2110	Right	2.0	4.0	4.0	Medium/ Medium	Normal	Yes	RW	2012-08-24	2021-01-01	70	170	76	76	76	78	78	78	78	78	78	78	78	79	77	77	77	79	78	76	76	76	78	77	74	74	74	77	76.0	69.0	70.0	76.0	64.0	82.0	75.0	61.0	70.0	81.0	79.0	77.0	76.0	76.0	82.0	74.0	66.0	85.0	69.0	69.0	62.0	73.0	76.0	72.0	75.0	75.0	74.0	74.0	71.0	9.0	7.0	8.0	16.0	16.0	20.4	2012.0	2021	9.0	Attacking
871	174543	C. Bravo	35	Chile	78	78	Manchester City	2.4	50.0	1446	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2016-08-25	2020-01-01	72	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	13.0	18.0	56.0	11.0	22.0	25.0	38.0	54.0	41.0	58.0	54.0	63.0	73.0	62.0	22.0	81.0	41.0	69.0	17.0	40.0	23.0	16.0	69.0	23.0	64.0	15.0	18.0	19.0	78.0	77.0	85.0	75.0	78.0	4.5	2016.0	2020	4.0	Goalkeeper
878	182495	M. Cáceres	31	Uruguay	78	78	Lazio	7	44.0	1921	Right	2.0	3.0	2.0	Medium/ High	Lean	No	LCB	2018-01-08	2019-01-01	71	172	63	63	63	64	63	63	63	64	64	64	64	65	66	66	66	65	75	74	74	74	75	76	78	78	78	76	69.0	37.0	76.0	67.0	65.0	60.0	68.0	41.0	65.0	66.0	76.0	78.0	79.0	73.0	74.0	70.0	91.0	69.0	72.0	59.0	78.0	80.0	50.0	58.0	50.0	76.0	80.0	78.0	77.0	2.0	3.0	4.0	2.0	4.0	11.9	2018.0	2019	1.0	Defending
912	183569	E. Choupo-Moting	29	Cameroon	77	77	Paris Saint-Germain	9	75.0	1890	Right	2.0	4.0	4.0	Medium/ Medium	Normal	No	ST	2018-08-31	2020-01-01	75	201	78	78	78	77	78	78	78	77	77	77	77	77	72	72	72	77	60	59	59	59	60	56	52	52	52	56	65.0	75.0	74.0	74.0	75.0	83.0	74.0	44.0	70.0	80.0	76.0	78.0	76.0	74.0	66.0	77.0	67.0	76.0	76.0	64.0	55.0	40.0	77.0	70.0	68.0	75.0	31.0	36.0	20.0	9.0	9.0	9.0	16.0	6.0	16.7	2018.0	2020	2.0	Attacking
933	186146	D. Welbeck	27	England	77	77	Arsenal	9.5	95.0	1965	Right	3.0	3.0	3.0	High/ High	Normal	Yes	LW	2014-09-02	2019-01-01	73	161	80	80	80	79	79	79	79	79	78	78	78	78	72	72	72	78	63	62	62	62	63	61	58	58	58	61	69.0	75.0	78.0	75.0	76.0	78.0	61.0	62.0	64.0	78.0	76.0	83.0	76.0	78.0	62.0	78.0	80.0	74.0	75.0	69.0	75.0	32.0	79.0	71.0	70.0	76.0	47.0	38.0	33.0	9.0	10.0	6.0	12.0	16.0	18.1	2014.0	2019	5.0	Attacking
947	200752	Juan Jesus	27	Brazil	77	77	Roma	7.5	51.0	1742	Left	2.0	2.0	2.0	Low/ High	Normal	Yes	CB	2012-01-30	2020-01-01	73	183	54	54	54	56	53	53	53	56	53	53	53	59	57	57	57	59	72	70	70	70	72	74	78	78	78	74	66.0	20.0	74.0	58.0	17.0	60.0	48.0	36.0	56.0	55.0	76.0	78.0	68.0	72.0	58.0	62.0	88.0	75.0	82.0	35.0	88.0	77.0	38.0	34.0	37.0	72.0	77.0	79.0	76.0	12.0	11.0	7.0	8.0	14.0	12.8	2012.0	2020	8.0	Defending
959	213051	M. Elneny	25	Egypt	77	79	Arsenal	9	76.0	1958	Right	1.0	3.0	3.0	Medium/ High	Lean	Yes	RDM	2016-01-14	2022-01-01	71	163	67	67	67	69	70	70	70	69	72	72	72	72	76	76	76	72	76	78	78	78	76	75	73	73	73	75	66.0	57.0	57.0	80.0	39.0	68.0	69.0	56.0	77.0	76.0	58.0	60.0	65.0	75.0	62.0	76.0	69.0	92.0	68.0	67.0	73.0	76.0	63.0	70.0	62.0	77.0	76.0	74.0	72.0	7.0	15.0	15.0	12.0	6.0	17.8	2016.0	2022	6.0	Midfield
978	192073	A. Bertolacci	27	Italy	77	77	Milan	9	75.0	2041	Left	2.0	3.0	4.0	Medium/ Medium	Normal	No	CM	2015-07-02	2019-01-01	70	165	74	74	74	76	76	76	76	76	78	78	78	77	78	78	78	77	75	75	75	75	75	74	72	72	72	74	72.0	62.0	64.0	80.0	69.0	79.0	70.0	64.0	76.0	79.0	69.0	73.0	77.0	74.0	75.0	78.0	65.0	77.0	67.0	76.0	69.0	70.0	76.0	76.0	56.0	72.0	74.0	68.0	68.0	7.0	8.0	7.0	7.0	9.0	15.3	2015.0	2019	4.0	Midfield
1004	233049	J. Sancho	18	England	77	89	Borussia Dortmund	14.5	22.0	1785	Right	1.0	3.0	5.0	Medium/ Medium	Lean	No	RM	2017-08-31	2022-01-01	71	168	71	71	71	79	77	77	77	79	77	77	77	78	69	69	69	78	60	54	54	54	60	56	44	44	44	56	68.0	70.0	38.0	74.0	65.0	86.0	75.0	48.0	54.0	85.0	88.0	86.0	90.0	76.0	87.0	64.0	49.0	66.0	52.0	48.0	39.0	26.0	68.0	75.0	57.0	64.0	30.0	33.0	36.0	7.0	11.0	10.0	11.0	13.0	27.6	2017.0	2022	5.0	Midfield
1005	167514	D. Basta	33	Serbia	77	77	Lazio	3.4	41.0	2055	Right	2.0	3.0	3.0	High/ High	Normal	No	RB	2014-07-01	2023-01-01	72	159	72	72	72	73	72	72	72	73	72	72	72	74	74	74	74	74	78	77	77	77	78	78	77	77	77	78	75.0	58.0	72.0	76.0	64.0	74.0	72.0	66.0	74.0	77.0	74.0	75.0	70.0	75.0	68.0	77.0	70.0	77.0	72.0	75.0	72.0	82.0	66.0	56.0	55.0	75.0	74.0	77.0	75.0	12.0	6.0	11.0	14.0	14.0	5.8	2014.0	2023	9.0	Defending
1007	220253	Munir	22	Spain	77	83	FC Barcelona	12.5	115.0	1883	Left	2.0	2.0	4.0	High/ Medium	Lean	Yes	ST	2015-07-01	2019-01-01	69	152	78	78	78	78	79	79	79	78	78	78	78	76	70	70	70	76	57	53	53	53	57	53	47	47	47	53	65.0	78.0	75.0	77.0	75.0	81.0	70.0	67.0	58.0	80.0	78.0	80.0	78.0	71.0	78.0	76.0	63.0	69.0	63.0	77.0	48.0	22.0	77.0	71.0	66.0	76.0	38.0	24.0	22.0	9.0	12.0	6.0	13.0	16.0	28.1	2015.0	2019	4.0	Attacking
1015	183394	M. Sissoko	28	France	77	77	Tottenham Hotspur	9	79.0	2138	Right	2.0	2.0	3.0	Medium/ Medium	Normal	Yes	CM	2016-08-31	2021-01-01	74	201	78	78	78	78	78	78	78	78	77	77	77	79	78	78	78	79	79	78	78	78	79	78	77	77	77	78	75.0	69.0	70.0	79.0	64.0	82.0	75.0	74.0	74.0	77.0	79.0	81.0	67.0	74.0	58.0	85.0	78.0	87.0	88.0	70.0	80.0	78.0	76.0	71.0	60.0	75.0	70.0	75.0	71.0	14.0	8.0	11.0	10.0	8.0	16.7	2016.0	2021	5.0	Midfield
1029	235889	C. Ünder	20	Turkey	77	87	Roma	14.5	46.0	1864	Left	1.0	4.0	3.0	Medium/ Medium	Normal	No	LM	2017-07-17	2022-01-01	68	146	74	74	74	79	77	77	77	79	77	77	77	77	70	70	70	77	60	55	55	55	60	57	46	46	46	57	80.0	71.0	58.0	72.0	69.0	82.0	80.0	68.0	65.0	81.0	83.0	80.0	84.0	71.0	82.0	80.0	48.0	61.0	54.0	80.0	27.0	29.0	70.0	73.0	64.0	68.0	43.0	33.0	30.0	9.0	13.0	7.0	9.0	8.0	27.6	2017.0	2022	5.0	Midfield
1033	216437	Wallace	23	Brazil	77	82	Lazio	10	35.0	1555	Right	2.0	2.0	2.0	Medium/ Medium	Lean	No	RCB	2016-07-28	2021-01-01	75	187	49	49	49	47	47	47	47	47	47	47	47	49	52	52	52	49	65	68	68	68	65	69	78	78	78	69	34.0	21.0	77.0	57.0	36.0	45.0	33.0	29.0	50.0	52.0	66.0	69.0	46.0	74.0	40.0	40.0	71.0	54.0	81.0	26.0	79.0	81.0	25.0	31.0	45.0	68.0	78.0	79.0	78.0	15.0	11.0	11.0	10.0	11.0	17.8	2016.0	2021	5.0	Defending
1037	157304	T. Vermaelen	32	Belgium	77	77	FC Barcelona	5	110.0	1926	Left	3.0	3.0	2.0	High/ Medium	Normal	Yes	CB	2014-08-09	2019-01-01	72	176	66	66	66	63	63	63	63	63	64	64	64	64	68	68	68	64	72	75	75	75	72	73	79	79	79	73	63.0	52.0	81.0	80.0	56.0	55.0	61.0	64.0	78.0	64.0	67.0	64.0	61.0	70.0	56.0	78.0	90.0	52.0	79.0	68.0	77.0	73.0	41.0	51.0	62.0	72.0	72.0	79.0	80.0	9.0	10.0	7.0	11.0	15.0	10.3	2014.0	2019	5.0	Defending
1038	168312	I. Abate	31	Italy	77	77	Milan	6	68.0	1973	Right	2.0	2.0	3.0	High/ Medium	Lean	Yes	RB	2009-07-01	2019-01-01	71	161	68	68	68	73	71	71	71	73	73	73	73	75	74	74	74	75	78	76	76	76	78	77	76	76	76	77	75.0	38.0	68.0	76.0	60.0	75.0	69.0	44.0	72.0	75.0	77.0	85.0	75.0	76.0	75.0	68.0	75.0	76.0	69.0	60.0	76.0	75.0	74.0	68.0	48.0	78.0	76.0	76.0	75.0	3.0	3.0	5.0	3.0	3.0	10.2	2009.0	2019	10.0	Defending
1048	188802	M. Schmelzer	30	Germany	77	77	Borussia Dortmund	6.5	43.0	1957	Left	2.0	2.0	2.0	High/ High	Normal	Yes	LB	2008-07-01	2021-01-01	71	163	64	64	64	66	65	65	65	66	65	65	65	68	68	68	68	68	77	76	76	76	77	78	77	77	77	78	73.0	37.0	68.0	74.0	47.0	63.0	73.0	67.0	63.0	69.0	74.0	78.0	65.0	77.0	63.0	74.0	75.0	82.0	75.0	60.0	81.0	78.0	54.0	52.0	46.0	72.0	75.0	78.0	80.0	14.0	10.0	15.0	9.0	8.0	11.1	2008.0	2021	13.0	Defending
1049	202884	L. Spinazzola	25	Italy	77	80	Juventus	11	80.0	2040	Right	2.0	4.0	3.0	High/ High	Lean	No	LM	2010-07-01	2022-01-01	73	165	72	72	72	76	75	75	75	76	75	75	75	77	76	76	76	77	79	77	77	77	79	78	75	75	75	78	76.0	60.0	62.0	74.0	59.0	81.0	62.0	41.0	70.0	80.0	77.0	83.0	74.0	74.0	61.0	68.0	76.0	89.0	72.0	68.0	68.0	74.0	70.0	68.0	59.0	74.0	77.0	76.0	76.0	11.0	13.0	12.0	15.0	14.0	19	2010.0	2022	12.0	Midfield
1063	213135	D. Origi	23	Belgium	77	82	Liverpool	12	83.0	1829	Right	2.0	3.0	4.0	High/ Medium	Normal	Yes	ST	2014-07-29	2019-01-01	73	165	77	77	77	76	77	77	77	76	75	75	75	75	68	68	68	75	55	53	53	53	55	51	47	47	47	51	69.0	75.0	73.0	74.0	69.0	76.0	54.0	40.0	59.0	74.0	76.0	79.0	72.0	76.0	64.0	79.0	73.0	65.0	76.0	69.0	69.0	28.0	78.0	69.0	65.0	72.0	16.0	24.0	18.0	15.0	13.0	16.0	11.0	15.0	23.7	2014.0	2019	5.0	Attacking
1070	237715	P. Cutrone	20	Italy	77	89	Milan	16	62.0	1759	Right	1.0	3.0	3.0	High/ Medium	Normal	No	RS	2015-07-01	2023-01-01	72	172	77	77	77	73	75	75	75	73	71	71	71	70	62	62	62	70	52	49	49	49	52	49	47	47	47	49	48.0	80.0	76.0	70.0	72.0	74.0	68.0	42.0	34.0	76.0	75.0	77.0	69.0	74.0	76.0	74.0	75.0	72.0	74.0	62.0	60.0	14.0	80.0	56.0	68.0	72.0	36.0	20.0	18.0	10.0	7.0	7.0	10.0	5.0	30.4	2015.0	2023	8.0	Attacking
1074	175254	F. Caicedo	29	Ecuador	77	77	Lazio	9	51.0	1919	Left	2.0	3.0	3.0	Medium/ Medium	Stocky	No	ST	2017-08-02	2020-01-01	72	181	78	78	78	73	76	76	76	73	73	73	73	71	68	68	68	71	60	60	60	60	60	58	60	60	60	58	59.0	72.0	75.0	72.0	75.0	72.0	66.0	68.0	59.0	77.0	69.0	71.0	61.0	78.0	67.0	84.0	75.0	54.0	90.0	68.0	80.0	43.0	82.0	61.0	73.0	70.0	32.0	44.0	47.0	7.0	13.0	7.0	8.0	10.0	15.3	2017.0	2020	3.0	Attacking
1085	213666	R. Loftus-Cheek	22	England	77	85	Chelsea	13	76.0	1947	Right	1.0	3.0	4.0	Medium/ Low	Normal	Yes	CM	2013-06-03	2021-01-01	75	194	72	72	72	75	76	76	76	75	78	78	78	77	78	78	78	77	70	73	73	73	70	68	68	68	68	68	62.0	63.0	58.0	83.0	54.0	82.0	58.0	57.0	81.0	81.0	68.0	74.0	73.0	64.0	67.0	64.0	59.0	75.0	80.0	60.0	79.0	57.0	79.0	79.0	45.0	78.0	59.0	67.0	61.0	11.0	7.0	12.0	15.0	13.0	26.7	2013.0	2021	8.0	Midfield
1093	224425	M. Wolf	23	Germany	77	82	Borussia Dortmund	12	41.0	1987	Right	2.0	4.0	3.0	High/ Medium	Lean	No	RM	2018-07-01	2023-01-01	74	181	75	75	75	78	77	77	77	78	76	76	76	78	73	73	73	78	72	69	69	69	72	70	65	65	65	70	75.0	75.0	60.0	73.0	62.0	78.0	69.0	71.0	61.0	78.0	83.0	84.0	68.0	73.0	67.0	70.0	53.0	86.0	68.0	67.0	73.0	64.0	74.0	74.0	52.0	68.0	67.0	54.0	50.0	12.0	15.0	7.0	16.0	8.0	21.3	2018.0	2023	5.0	Midfield
1097	207537	J. Lukaku	23	Belgium	77	81	Lazio	11.5	39.0	2042	Left	2.0	4.0	4.0	High/ Medium	Stocky	No	LM	2016-07-22	2019-01-01	70	190	72	72	72	76	74	74	74	76	75	75	75	77	74	74	74	77	79	75	75	75	79	78	75	75	75	78	79.0	54.0	62.0	74.0	57.0	80.0	53.0	46.0	66.0	80.0	89.0	93.0	78.0	78.0	79.0	76.0	74.0	76.0	84.0	66.0	74.0	77.0	61.0	68.0	53.0	76.0	66.0	74.0	72.0	8.0	7.0	14.0	15.0	9.0	20.4	2016.0	2019	3.0	Midfield
1107	226229	T. Kehrer	21	Germany	77	84	Paris Saint-Germain	11	43.0	1806	Left	1.0	5.0	3.0	Medium/ High	Lean	No	RB	2018-08-16	2023-01-01	73	168	61	61	61	61	61	61	61	61	61	61	61	63	64	64	64	63	73	72	72	72	73	75	77	77	77	75	56.0	37.0	76.0	63.0	32.0	63.0	45.0	38.0	58.0	64.0	74.0	76.0	69.0	76.0	65.0	65.0	78.0	74.0	70.0	40.0	80.0	75.0	48.0	56.0	36.0	68.0	72.0	81.0	85.0	9.0	9.0	14.0	10.0	12.0	22.6	2018.0	2023	5.0	Defending
1129	222400	H. Winks	22	England	77	85	Tottenham Hotspur	13	66.0	1940	Right	1.0	3.0	3.0	High/ Medium	Normal	Yes	CM	2014-07-01	2023-01-01	69	163	67	67	67	74	73	73	73	74	76	76	76	76	78	78	78	76	74	75	75	75	74	72	68	68	68	72	65.0	54.0	50.0	83.0	50.0	77.0	71.0	60.0	78.0	80.0	75.0	70.0	73.0	76.0	78.0	63.0	51.0	78.0	63.0	62.0	58.0	69.0	64.0	80.0	51.0	80.0	70.0	71.0	64.0	8.0	11.0	14.0	13.0	10.0	26.7	2014.0	2023	9.0	Midfield
1143	238794	Vinícius Júnior	17	Brazil	77	92	Real Madrid	17.5	66.0	1849	Right	1.0	4.0	5.0	High/ Medium	Lean	No	LW	2018-07-12	2025-01-01	69	161	74	74	74	78	77	77	77	78	76	76	76	77	67	67	67	77	58	52	52	52	58	54	44	44	44	54	65.0	70.0	50.0	70.0	71.0	81.0	77.0	62.0	48.0	80.0	92.0	94.0	90.0	70.0	82.0	74.0	74.0	79.0	59.0	68.0	48.0	26.0	74.0	69.0	65.0	75.0	32.0	25.0	18.0	5.0	7.0	7.0	7.0	10.0	46.8	2018.0	2025	7.0	Attacking
1147	137677	M. Vorm	34	Netherlands	77	77	Tottenham Hotspur	3.6	56.0	1279	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2014-07-23	2019-01-01	72	185	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	14.0	17.0	39.0	12.0	18.0	12.0	14.0	35.0	35.0	53.0	54.0	63.0	80.0	53.0	23.0	72.0	36.0	65.0	19.0	23.0	28.0	10.0	32.0	41.0	63.0	22.0	11.0	14.0	78.0	72.0	70.0	73.0	78.0	6.7	2014.0	2019	5.0	Goalkeeper
1149	227535	R. Bentancur	21	Uruguay	77	89	Juventus	15.5	62.0	1916	Right	1.0	3.0	4.0	Medium/ Medium	Lean	No	RCM	2017-07-01	2022-01-01	74	159	68	68	68	73	73	73	73	73	75	75	75	75	77	77	77	75	74	76	76	76	74	72	71	71	71	72	58.0	53.0	62.0	83.0	45.0	82.0	46.0	49.0	77.0	83.0	67.0	73.0	68.0	72.0	68.0	63.0	74.0	83.0	67.0	62.0	66.0	66.0	60.0	73.0	50.0	80.0	75.0	72.0	64.0	8.0	7.0	14.0	14.0	12.0	28.7	2017.0	2022	5.0	Midfield
1156	230613	A. Diawara	20	Guinea	77	87	Napoli	14	41.0	1932	Right	2.0	3.0	3.0	Medium/ High	Lean	No	CM	2016-08-29	2021-01-01	72	163	64	64	64	70	70	70	70	70	73	73	73	73	77	77	77	73	77	79	79	79	77	76	75	75	75	76	64.0	39.0	59.0	82.0	46.0	76.0	62.0	37.0	76.0	80.0	68.0	70.0	78.0	76.0	69.0	66.0	58.0	84.0	70.0	56.0	82.0	77.0	54.0	78.0	52.0	75.0	73.0	76.0	72.0	11.0	14.0	5.0	11.0	11.0	26.6	2016.0	2021	5.0	Midfield
1190	234236	P. Schick	22	Czech Republic	77	86	Roma	14	53.0	1868	Left	2.0	2.0	4.0	High/ Medium	Lean	No	ST	2018-07-14	2022-01-01	73	161	77	77	77	77	78	78	78	77	77	77	77	75	69	69	69	75	56	55	55	55	56	53	50	50	50	53	64.0	77.0	74.0	74.0	67.0	82.0	78.0	56.0	59.0	80.0	74.0	73.0	83.0	74.0	67.0	72.0	69.0	62.0	70.0	73.0	59.0	22.0	78.0	73.0	58.0	77.0	50.0	24.0	19.0	11.0	15.0	8.0	9.0	14.0	26.6	2018.0	2022	4.0	Attacking
1194	205566	Alberto Moreno	25	Spain	77	79	Liverpool	9	76.0	2029	Left	2.0	3.0	3.0	High/ Low	Normal	Yes	LB	2014-08-16	2019-01-01	67	143	72	72	72	76	74	74	74	76	73	73	73	76	72	72	72	76	78	74	74	74	78	77	73	73	73	77	78.0	59.0	61.0	74.0	35.0	76.0	59.0	40.0	64.0	79.0	85.0	87.0	84.0	72.0	87.0	80.0	86.0	81.0	61.0	74.0	83.0	72.0	69.0	58.0	54.0	63.0	68.0	73.0	76.0	10.0	14.0	9.0	10.0	11.0	17.8	2014.0	2019	5.0	Defending
1218	205069	Bernat	25	Spain	76	77	Paris Saint-Germain	7.5	54.0	2033	Left	2.0	3.0	4.0	High/ Medium	Normal	Yes	LB	2018-08-31	2021-01-01	67	148	70	70	70	78	76	76	76	78	77	77	77	78	76	76	76	78	78	75	75	75	78	77	71	71	71	77	79.0	57.0	53.0	79.0	59.0	84.0	76.0	51.0	64.0	83.0	79.0	78.0	86.0	77.0	88.0	62.0	73.0	77.0	55.0	62.0	68.0	73.0	73.0	70.0	53.0	69.0	69.0	75.0	74.0	8.0	9.0	12.0	11.0	16.0	14.4	2018.0	2021	3.0	Defending
1223	202515	Jesé	25	Spain	76	79	Paris Saint-Germain	9.5	59.0	1798	Right	2.0	4.0	4.0	Medium/ Medium	Normal	Yes	LM	2016-08-08	2021-01-01	70	159	72	72	72	78	76	76	76	78	77	77	77	77	70	70	70	77	55	52	52	52	55	50	40	40	40	50	72.0	71.0	42.0	76.0	55.0	81.0	78.0	66.0	69.0	80.0	85.0	79.0	85.0	67.0	74.0	73.0	71.0	61.0	60.0	72.0	29.0	33.0	75.0	70.0	68.0	74.0	17.0	23.0	12.0	13.0	7.0	6.0	13.0	15.0	18.3	2016.0	2021	5.0	Midfield
1230	200215	S. Rode	27	Germany	76	77	Borussia Dortmund	7.5	40.0	1977	Right	2.0	3.0	3.0	High/ High	Normal	No	CDM	2016-07-01	2020-01-01	70	165	69	69	69	70	71	71	71	70	72	72	72	71	73	73	73	71	74	77	77	77	74	75	77	77	77	75	66.0	55.0	66.0	75.0	55.0	71.0	51.0	52.0	71.0	72.0	69.0	64.0	70.0	74.0	74.0	75.0	76.0	68.0	74.0	65.0	83.0	79.0	69.0	71.0	51.0	74.0	78.0	77.0	77.0	9.0	8.0	14.0	7.0	11.0	13.3	2016.0	2020	4.0	Midfield
1238	229148	Dalbert	24	Brazil	76	80	Inter	8.5	41.0	1971	Left	1.0	3.0	3.0	High/ Medium	Lean	No	LB	2017-08-09	2023-01-01	71	154	70	70	70	75	73	73	73	75	73	73	73	76	72	72	72	76	77	73	73	73	77	76	72	72	72	76	76.0	52.0	60.0	72.0	52.0	78.0	68.0	47.0	68.0	75.0	91.0	91.0	83.0	68.0	67.0	72.0	59.0	80.0	67.0	60.0	74.0	68.0	72.0	66.0	42.0	69.0	72.0	74.0	74.0	7.0	11.0	7.0	9.0	9.0	15.1	2017.0	2023	6.0	Defending
1239	216349	A. Halilović	22	Croatia	76	83	Milan	11	61.0	1866	Left	1.0	3.0	4.0	High/ Low	Lean	No	RM	2018-07-07	2021-01-01	67	152	65	65	65	77	75	75	75	77	78	78	78	77	74	74	74	77	65	62	62	62	65	60	48	48	48	60	76.0	58.0	24.0	80.0	64.0	79.0	80.0	69.0	70.0	81.0	78.0	74.0	78.0	74.0	88.0	64.0	54.0	68.0	32.0	72.0	40.0	54.0	70.0	80.0	75.0	72.0	60.0	36.0	28.0	15.0	11.0	11.0	13.0	10.0	20.9	2018.0	2021	3.0	Midfield
1247	198946	D. D'Ambrosio	29	Italy	76	76	Inter	6	50.0	1980	Right	2.0	3.0	3.0	Medium/ Medium	Normal	Yes	LB	2014-01-30	2021-01-01	71	165	67	67	67	68	67	67	67	68	67	67	67	69	69	69	69	69	76	74	74	74	76	76	77	77	77	76	71.0	48.0	71.0	69.0	54.0	69.0	63.0	62.0	64.0	72.0	72.0	72.0	74.0	76.0	70.0	66.0	78.0	76.0	68.0	58.0	77.0	75.0	65.0	54.0	60.0	72.0	78.0	79.0	77.0	9.0	10.0	15.0	13.0	15.0	10.2	2014.0	2021	7.0	Defending
1254	198949	K. Malcuit	26	France	76	77	Napoli	7.5	47.0	2009	Right	2.0	3.0	3.0	High/ Medium	Normal	No	RB	2018-08-08	2022-01-01	70	170	71	71	71	75	73	73	73	75	73	73	73	76	73	73	73	76	77	75	75	75	77	76	74	74	74	76	78.0	66.0	63.0	76.0	56.0	78.0	58.0	47.0	69.0	75.0	80.0	87.0	76.0	70.0	70.0	66.0	72.0	77.0	76.0	56.0	77.0	71.0	66.0	66.0	55.0	67.0	72.0	74.0	75.0	12.0	13.0	12.0	9.0	11.0	13.3	2018.0	2022	4.0	Defending
1258	191783	V. Berisha	25	Kosovo	76	79	Lazio	9.5	40.0	2045	Right	2.0	4.0	4.0	High/ Medium	Normal	No	LM	2018-07-04	2023-01-01	69	154	72	72	72	76	75	75	75	76	76	76	76	76	74	74	74	76	70	70	70	70	70	68	65	65	65	68	63.0	66.0	42.0	73.0	68.0	77.0	72.0	66.0	71.0	78.0	83.0	79.0	84.0	73.0	69.0	76.0	79.0	86.0	74.0	73.0	81.0	56.0	72.0	76.0	69.0	78.0	66.0	56.0	54.0	6.0	14.0	15.0	15.0	13.0	16.9	2018.0	2023	5.0	Midfield
1268	189484	D. Santon	27	Italy	76	76	Roma	6.5	47.0	1977	Right	2.0	3.0	3.0	Medium/ Medium	Normal	Yes	LB	2018-07-01	2022-01-01	74	170	67	67	67	71	70	70	70	71	71	71	71	72	73	73	73	72	76	76	76	76	76	76	75	75	75	76	76.0	46.0	65.0	76.0	57.0	75.0	74.0	43.0	69.0	75.0	67.0	74.0	66.0	73.0	57.0	74.0	74.0	74.0	72.0	68.0	72.0	76.0	63.0	64.0	57.0	74.0	75.0	77.0	76.0	15.0	10.0	15.0	14.0	8.0	11.1	2018.0	2022	4.0	Defending
1287	139062	W. Caballero	36	Argentina	76	76	Chelsea	1	39.0	1211	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2017-07-01	2019-01-01	73	179	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	11.0	22.0	33.0	13.0	12.0	23.0	11.0	48.0	30.0	43.0	46.0	39.0	73.0	55.0	23.0	70.0	37.0	69.0	14.0	30.0	19.0	7.0	47.0	16.0	57.0	14.0	11.0	12.0	75.0	72.0	71.0	77.0	76.0	1.9	2017.0	2019	2.0	Goalkeeper
1304	190531	E. Mangala	27	France	76	78	Manchester City	7.5	84.0	1745	Left	2.0	4.0	2.0	Medium/ High	Normal	Yes	CB	2014-08-11	2019-01-01	74	185	54	54	54	51	51	51	51	51	51	51	51	53	56	56	56	53	66	68	68	68	66	69	77	77	77	69	53.0	27.0	77.0	58.0	44.0	46.0	47.0	48.0	56.0	50.0	59.0	67.0	62.0	62.0	60.0	67.0	86.0	64.0	87.0	48.0	89.0	71.0	39.0	47.0	48.0	58.0	72.0	79.0	79.0	10.0	13.0	6.0	10.0	14.0	14.4	2014.0	2019	5.0	Defending
1313	184392	M. Darmian	28	Italy	76	76	Manchester United	6	88.0	1949	Right	2.0	5.0	3.0	Low/ High	Lean	Yes	LB	2015-07-11	2019-01-01	72	154	69	69	69	71	71	71	71	71	71	71	71	72	72	72	72	72	77	76	76	76	77	77	76	76	76	77	69.0	55.0	68.0	76.0	59.0	74.0	69.0	35.0	66.0	75.0	73.0	73.0	77.0	76.0	76.0	69.0	68.0	75.0	64.0	56.0	74.0	77.0	64.0	63.0	45.0	76.0	77.0	79.0	78.0	6.0	7.0	7.0	12.0	7.0	11.1	2015.0	2019	4.0	Defending
1333	162131	Llorente	33	Spain	76	76	Tottenham Hotspur	4.8	76.0	1599	Right	3.0	3.0	3.0	Medium/ Medium	Normal	Yes	ST	2017-08-31	2019-01-01	76	203	78	78	78	68	74	74	74	68	72	72	72	66	67	67	67	66	47	54	54	54	47	45	52	52	52	45	44.0	79.0	90.0	73.0	81.0	67.0	57.0	40.0	49.0	80.0	29.0	32.0	33.0	80.0	30.0	79.0	55.0	44.0	86.0	64.0	71.0	25.0	84.0	70.0	70.0	82.0	34.0	25.0	15.0	2.0	2.0	3.0	4.0	2.0	8.9	2017.0	2019	2.0	Attacking
1342	186200	F. Borini	27	Italy	76	76	Milan	8	76.0	1958	Right	2.0	3.0	4.0	High/ Medium	Lean	Yes	LW	2018-07-01	2021-01-01	71	163	77	77	77	78	78	78	78	78	77	77	77	77	71	71	71	77	62	61	61	61	62	59	56	56	56	59	74.0	72.0	74.0	76.0	75.0	78.0	72.0	61.0	62.0	79.0	77.0	75.0	78.0	77.0	67.0	76.0	71.0	77.0	68.0	72.0	72.0	30.0	78.0	72.0	78.0	76.0	68.0	30.0	26.0	11.0	6.0	8.0	12.0	6.0	13.6	2018.0	2021	3.0	Attacking
1354	47201	S. Proto	35	Belgium	76	76	Lazio	1.8	20.0	1277	Right	2.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2018-07-04	2021-01-01	72	163	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	14.0	14.0	33.0	17.0	11.0	11.0	17.0	37.0	32.0	48.0	46.0	58.0	70.0	61.0	37.0	75.0	27.0	61.0	15.0	28.0	23.0	18.0	58.0	25.0	58.0	20.0	11.0	17.0	75.0	73.0	73.0	78.0	77.0	3.1	2018.0	2021	3.0	Goalkeeper
1425	182168	A. Ranocchia	30	Italy	76	76	Inter	5.5	47.0	1559	Right	2.0	3.0	2.0	Low/ Medium	Lean	Yes	CB	2010-06-01	2019-01-01	77	179	50	50	50	49	51	51	51	49	54	54	54	53	62	62	62	53	66	72	72	72	66	67	76	76	76	67	45.0	22.0	75.0	67.0	24.0	58.0	30.0	34.0	65.0	66.0	31.0	39.0	44.0	65.0	31.0	59.0	74.0	61.0	80.0	31.0	68.0	80.0	24.0	56.0	34.0	69.0	75.0	80.0	76.0	12.0	15.0	11.0	12.0	15.0	9.4	2010.0	2019	9.0	Defending
1435	168607	Rafinha	32	Brazil	76	76	FC Bayern München	4.3	53.0	1941	Right	2.0	3.0	3.0	Medium/ Medium	Normal	No	RB	2011-07-01	2019-01-01	68	150	61	61	61	71	68	68	68	71	70	70	70	72	72	72	72	72	78	76	76	76	78	76	72	72	72	76	78.0	37.0	43.0	78.0	50.0	76.0	77.0	58.0	64.0	78.0	76.0	68.0	79.0	77.0	79.0	58.0	53.0	71.0	53.0	44.0	84.0	76.0	61.0	63.0	63.0	77.0	73.0	77.0	82.0	15.0	7.0	16.0	12.0	15.0	7	2011.0	2019	8.0	Defending
1475	211385	R. Durmisi	24	Denmark	76	81	Lazio	8.5	33.0	2057	Left	1.0	3.0	3.0	High/ Medium	Stocky	Yes	LB	2018-07-01	2023-01-01	66	148	70	70	70	73	72	72	72	73	72	72	72	74	73	73	73	74	77	74	74	74	77	76	73	73	73	76	77.0	53.0	70.0	74.0	54.0	73.0	72.0	71.0	63.0	74.0	79.0	83.0	78.0	71.0	91.0	85.0	81.0	91.0	61.0	67.0	89.0	70.0	60.0	72.0	40.0	64.0	72.0	69.0	73.0	10.0	6.0	6.0	11.0	11.0	15.1	2018.0	2023	5.0	Defending
1490	201155	R. Morrison	25	England	76	79	Lazio	9.5	40.0	1904	Right	1.0	4.0	3.0	Medium/ Low	Normal	No	CAM	2015-07-01	2019-01-01	69	157	70	70	70	76	75	75	75	76	77	77	77	76	73	73	73	76	64	63	63	63	64	62	55	55	55	62	70.0	70.0	49.0	80.0	65.0	80.0	70.0	75.0	76.0	80.0	77.0	84.0	80.0	58.0	76.0	72.0	40.0	68.0	51.0	71.0	63.0	35.0	66.0	74.0	56.0	68.0	58.0	55.0	43.0	14.0	15.0	13.0	12.0	8.0	16.9	2015.0	2019	4.0	Midfield
1493	207557	R. Olsen	28	Sweden	76	76	Roma	5.5	41.0	1158	Right	1.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-24	2022-01-01	77	190	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	20.0	11.0	16.0	32.0	16.0	11.0	18.0	16.0	37.0	18.0	31.0	40.0	32.0	73.0	33.0	20.0	40.0	37.0	75.0	14.0	27.0	20.0	13.0	55.0	26.0	45.0	22.0	12.0	16.0	76.0	74.0	74.0	76.0	77.0	9.4	2018.0	2022	4.0	Goalkeeper
1495	228295	R. Holding	22	England	76	83	Arsenal	9.5	64.0	1694	Right	1.0	3.0	2.0	Medium/ Medium	Lean	Yes	CB	2016-07-26	2022-01-01	74	165	55	55	55	57	57	57	57	57	59	59	59	61	64	64	64	61	70	73	73	73	70	72	77	77	77	72	52.0	30.0	75.0	72.0	27.0	62.0	33.0	30.0	61.0	67.0	58.0	61.0	58.0	70.0	67.0	48.0	75.0	68.0	76.0	27.0	72.0	77.0	40.0	57.0	38.0	79.0	77.0	78.0	76.0	14.0	11.0	10.0	14.0	13.0	20	2016.0	2022	6.0	Defending
1522	229594	A. Ćorić	21	Croatia	76	88	Roma	14	38.0	1795	Right	1.0	4.0	4.0	Medium/ Low	Lean	No	CAM	2018-07-01	2023-01-01	69	130	68	68	68	76	74	74	74	76	76	76	76	76	71	71	71	76	59	56	56	56	59	54	43	43	43	54	73.0	64.0	34.0	74.0	56.0	80.0	67.0	71.0	66.0	81.0	78.0	66.0	82.0	71.0	84.0	68.0	55.0	73.0	49.0	71.0	41.0	27.0	70.0	77.0	58.0	78.0	44.0	31.0	24.0	15.0	10.0	14.0	14.0	7.0	26.6	2018.0	2023	5.0	Midfield
1524	232411	C. Nkunku	20	France	76	84	Paris Saint-Germain	11.5	46.0	2042	Right	1.0	3.0	3.0	Medium/ High	Lean	No	CM	2015-12-23	2020-01-01	70	159	75	75	75	78	78	78	78	78	78	78	78	77	76	76	76	77	74	73	73	73	74	73	70	70	70	73	69.0	76.0	59.0	79.0	59.0	82.0	77.0	69.0	72.0	80.0	76.0	75.0	78.0	70.0	79.0	79.0	59.0	71.0	63.0	74.0	62.0	69.0	73.0	73.0	65.0	72.0	69.0	72.0	70.0	5.0	6.0	10.0	15.0	7.0	23.6	2015.0	2020	5.0	Midfield
1616	236311	M. Rog	22	Croatia	75	81	Napoli	9	43.0	1953	Right	2.0	3.0	3.0	High/ Medium	Normal	No	CM	2017-07-18	2021-01-01	71	161	69	69	69	76	74	74	74	76	76	76	76	76	76	76	76	76	72	72	72	72	72	70	67	67	67	70	75.0	62.0	47.0	82.0	65.0	80.0	64.0	57.0	78.0	78.0	78.0	75.0	63.0	72.0	67.0	70.0	48.0	64.0	68.0	74.0	74.0	58.0	62.0	76.0	60.0	76.0	64.0	68.0	66.0	6.0	15.0	12.0	13.0	12.0	17.1	2017.0	2021	4.0	Midfield
1664	210736	Emerson	23	Italy	75	79	Chelsea	7	61.0	1948	Left	2.0	3.0	3.0	High/ Medium	Lean	Yes	LB	2018-01-30	2022-01-01	69	170	69	69	69	73	71	71	71	73	70	70	70	73	71	71	71	73	76	72	72	72	76	75	70	70	70	75	78.0	43.0	60.0	74.0	44.0	77.0	53.0	71.0	66.0	79.0	77.0	77.0	75.0	77.0	72.0	80.0	67.0	74.0	52.0	77.0	65.0	75.0	75.0	41.0	55.0	72.0	73.0	69.0	70.0	8.0	15.0	8.0	7.0	14.0	13.5	2018.0	2022	4.0	Defending
1743	219732	G. Nkoudou	23	France	75	80	Tottenham Hotspur	9	58.0	1856	Right	1.0	4.0	3.0	High/ Low	Lean	Yes	LM	2016-08-31	2021-01-01	69	161	71	71	71	77	75	75	75	77	75	75	75	76	68	68	68	76	60	54	54	54	60	57	47	47	47	57	74.0	65.0	49.0	73.0	74.0	79.0	74.0	58.0	62.0	74.0	89.0	88.0	86.0	74.0	89.0	67.0	56.0	64.0	60.0	71.0	48.0	21.0	72.0	67.0	61.0	70.0	32.0	37.0	42.0	10.0	13.0	8.0	6.0	13.0	17.3	2016.0	2021	5.0	Midfield
1763	225116	A. Meret	21	Italy	75	89	Napoli	12	24.0	1161	Left	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2018-07-05	2023-01-01	75	183	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	17.0	19.0	29.0	20.0	16.0	20.0	21.0	22.0	22.0	41.0	48.0	37.0	70.0	48.0	21.0	68.0	29.0	65.0	17.0	22.0	22.0	20.0	21.0	21.0	67.0	10.0	21.0	12.0	77.0	71.0	66.0	75.0	78.0	27.9	2018.0	2023	5.0	Goalkeeper
1767	222558	R. Karsdorp	23	Netherlands	75	80	Roma	7.5	39.0	2036	Right	1.0	3.0	3.0	High/ Medium	Normal	No	RB	2017-07-01	2022-01-01	72	176	71	71	71	74	73	73	73	74	73	73	73	75	73	73	73	75	76	74	74	74	76	76	74	74	74	76	77.0	53.0	69.0	72.0	66.0	76.0	60.0	60.0	73.0	75.0	86.0	87.0	65.0	73.0	65.0	80.0	74.0	72.0	69.0	69.0	78.0	67.0	65.0	67.0	52.0	68.0	71.0	75.0	75.0	13.0	7.0	14.0	16.0	15.0	13.3	2017.0	2022	5.0	Defending
1775	223329	A. Conti	24	Italy	75	79	Milan	8.5	58.0	1965	Right	2.0	2.0	3.0	High/ High	Lean	No	RM	2017-07-07	2022-01-01	72	168	70	70	70	74	72	72	72	74	72	72	72	75	74	74	74	75	78	75	75	75	78	77	73	73	73	77	76.0	58.0	64.0	76.0	59.0	74.0	67.0	42.0	69.0	76.0	75.0	82.0	79.0	76.0	68.0	68.0	53.0	87.0	59.0	49.0	73.0	73.0	73.0	63.0	48.0	72.0	76.0	74.0	74.0	9.0	13.0	13.0	9.0	10.0	15.1	2017.0	2022	5.0	Midfield
1809	230767	Renato Sanches	20	Portugal	75	84	FC Bayern München	10	41.0	2102	Right	3.0	4.0	3.0	High/ High	Normal	Yes	CM	2016-07-01	2021-01-01	69	154	75	75	75	75	76	76	76	75	76	76	76	76	76	76	76	76	75	76	76	76	75	74	75	75	75	74	60.0	65.0	64.0	76.0	68.0	77.0	59.0	68.0	70.0	77.0	79.0	77.0	76.0	72.0	90.0	85.0	79.0	86.0	76.0	77.0	90.0	69.0	70.0	67.0	68.0	67.0	73.0	70.0	64.0	5.0	12.0	6.0	13.0	14.0	18.5	2016.0	2021	5.0	Midfield
1820	236920	J. Kluivert	19	Netherlands	75	86	Roma	11	28.0	1877	Right	1.0	4.0	4.0	High/ Medium	Normal	No	LW	2018-07-01	2023-01-01	67	146	72	72	72	77	76	76	76	77	75	75	75	75	67	67	67	75	59	55	55	55	59	56	49	49	49	56	69.0	70.0	52.0	68.0	67.0	82.0	72.0	58.0	54.0	78.0	91.0	88.0	85.0	67.0	83.0	77.0	66.0	69.0	61.0	76.0	66.0	25.0	65.0	72.0	66.0	74.0	47.0	32.0	27.0	5.0	6.0	14.0	7.0	12.0	20.9	2018.0	2023	5.0	Attacking
1857	238476	D. Zagadou	19	France	75	85	Borussia Dortmund	9	16.0	1559	Left	1.0	3.0	2.0	Medium/ Medium	Stocky	No	CB	2017-07-01	2022-01-01	77	198	53	53	53	50	51	51	51	50	52	52	52	54	57	57	57	54	66	69	69	69	66	69	76	76	76	69	46.0	26.0	77.0	71.0	25.0	49.0	37.0	25.0	55.0	54.0	52.0	69.0	47.0	70.0	34.0	56.0	64.0	61.0	87.0	24.0	75.0	70.0	31.0	42.0	30.0	68.0	71.0	81.0	75.0	9.0	13.0	5.0	14.0	14.0	17.1	2017.0	2022	5.0	Defending
1859	205966	A. Younes	24	Germany	75	76	Napoli	8	47.0	1820	Right	2.0	3.0	4.0	Medium/ Medium	Normal	No	LW	2018-07-01	2022-01-01	66	157	69	69	69	77	76	76	76	77	78	78	78	77	73	73	73	77	61	59	59	59	61	57	48	48	48	57	56.0	58.0	44.0	77.0	62.0	88.0	78.0	59.0	57.0	84.0	84.0	75.0	84.0	77.0	92.0	55.0	37.0	79.0	50.0	56.0	55.0	42.0	74.0	76.0	58.0	69.0	30.0	43.0	25.0	15.0	11.0	9.0	15.0	15.0	14.2	2018.0	2022	4.0	Attacking
1898	211361	D. Cataldi	23	Italy	75	79	Lazio	8.5	35.0	1991	Right	2.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2011-07-01	2020-01-01	71	154	71	71	71	74	73	73	73	74	75	75	75	74	75	75	75	74	73	74	74	74	73	72	70	70	70	72	70.0	66.0	60.0	79.0	65.0	72.0	67.0	70.0	76.0	77.0	74.0	69.0	73.0	70.0	75.0	75.0	55.0	68.0	65.0	75.0	74.0	71.0	67.0	73.0	52.0	68.0	67.0	69.0	68.0	7.0	10.0	11.0	12.0	9.0	15.1	2011.0	2020	9.0	Midfield
2025	226537	V. Janssen	24	Netherlands	75	78	Tottenham Hotspur	8.5	64.0	1747	Left	2.0	4.0	3.0	High/ Low	Normal	Yes	ST	2016-07-18	2020-01-01	72	194	76	76	76	69	74	74	74	69	71	71	71	66	63	63	63	66	49	52	52	52	49	47	50	50	50	47	35.0	77.0	74.0	75.0	65.0	67.0	54.0	39.0	40.0	75.0	60.0	62.0	59.0	75.0	66.0	83.0	73.0	57.0	77.0	68.0	78.0	19.0	78.0	64.0	81.0	74.0	39.0	23.0	22.0	13.0	7.0	11.0	15.0	16.0	16.4	2016.0	2020	4.0	Attacking
2198	236355	Luiz Felipe	21	Brazil	74	83	Lazio	7.5	24.0	1593	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CB	2016-08-31	2020-01-01	74	176	51	51	51	54	54	54	54	54	56	56	56	57	60	60	60	57	68	70	70	70	68	70	74	74	74	70	37.0	22.0	65.0	64.0	32.0	62.0	31.0	35.0	58.0	66.0	72.0	69.0	43.0	75.0	46.0	44.0	68.0	55.0	68.0	26.0	68.0	76.0	28.0	52.0	44.0	58.0	78.0	78.0	77.0	14.0	8.0	13.0	10.0	9.0	14.3	2016.0	2020	4.0	Defending
2263	214622	J. Toljan	23	Germany	74	78	Borussia Dortmund	6	30.0	1804	Right	2.0	4.0	3.0	Medium/ Medium	Lean	No	RB	2017-08-30	2022-01-01	72	163	60	60	60	68	64	64	64	68	66	66	66	71	67	67	67	71	76	70	70	70	76	75	70	70	70	75	76.0	39.0	50.0	75.0	41.0	69.0	39.0	32.0	63.0	74.0	89.0	92.0	74.0	67.0	70.0	49.0	84.0	77.0	66.0	38.0	62.0	68.0	56.0	48.0	39.0	58.0	64.0	74.0	73.0	10.0	13.0	10.0	11.0	12.0	10.7	2017.0	2022	5.0	Defending
2335	205186	P. Gazzaniga	26	Argentina	74	78	Tottenham Hotspur	5	46.0	1365	Right	1.0	3.0	1.0	Medium/ Medium	Lean	Yes	GK	2017-08-23	2022-01-01	77	198	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	21.0	12.0	14.0	32.0	8.0	20.0	33.0	21.0	49.0	20.0	63.0	65.0	64.0	59.0	49.0	49.0	66.0	45.0	67.0	19.0	32.0	16.0	13.0	52.0	41.0	55.0	23.0	20.0	11.0	76.0	73.0	84.0	72.0	76.0	9.6	2017.0	2022	5.0	Goalkeeper
2405	212125	L. Marković	24	Serbia	74	77	Liverpool	7	62.0	1859	Right	2.0	3.0	4.0	Medium/ Medium	Lean	Yes	RM	2014-07-15	2019-01-01	69	143	71	71	71	76	75	75	75	76	75	75	75	75	69	69	69	75	61	57	57	57	61	58	51	51	51	58	69.0	66.0	58.0	72.0	68.0	80.0	79.0	62.0	64.0	79.0	82.0	85.0	89.0	73.0	75.0	65.0	78.0	49.0	49.0	64.0	41.0	49.0	70.0	70.0	70.0	72.0	32.0	39.0	37.0	8.0	9.0	15.0	6.0	7.0	13.8	2014.0	2019	5.0	Midfield
2449	227503	J. Larsen	19	Denmark	74	85	Borussia Dortmund	9.5	18.0	1915	Right	1.0	4.0	3.0	Medium/ Medium	Normal	No	LM	2016-10-26	2021-01-01	72	165	75	75	75	76	76	76	76	76	74	74	74	75	70	70	70	75	68	65	65	65	68	66	63	63	63	66	69.0	74.0	61.0	74.0	63.0	75.0	69.0	41.0	54.0	75.0	81.0	85.0	76.0	75.0	73.0	77.0	67.0	72.0	73.0	63.0	68.0	58.0	74.0	68.0	44.0	66.0	55.0	55.0	43.0	14.0	6.0	11.0	11.0	11.0	18.1	2016.0	2021	5.0	Midfield
2460	201139	I. Strinić	30	Croatia	74	74	Milan	4.1	56.0	1936	Left	2.0	4.0	3.0	Medium/ Medium	Lean	No	LB	2018-07-02	2021-01-01	73	172	66	66	66	69	67	67	67	69	68	68	68	70	70	70	70	70	75	74	74	74	75	74	74	74	74	74	76.0	48.0	60.0	70.0	50.0	70.0	62.0	55.0	66.0	74.0	68.0	68.0	69.0	70.0	71.0	68.0	69.0	73.0	75.0	60.0	72.0	76.0	66.0	58.0	61.0	68.0	76.0	76.0	74.0	10.0	8.0	14.0	13.0	10.0	6.9	2018.0	2021	3.0	Defending
2513	239053	F. Valverde	19	Uruguay	74	84	Real Madrid	8.5	46.0	1789	Right	1.0	3.0	3.0	Medium/ Medium	Normal	Yes	CM	2016-07-22	2021-01-01	72	172	68	68	68	70	72	72	72	70	73	73	73	70	75	75	75	70	67	71	71	71	67	66	64	64	64	66	49.0	67.0	48.0	78.0	38.0	70.0	51.0	48.0	81.0	74.0	69.0	68.0	51.0	69.0	64.0	77.0	49.0	68.0	56.0	77.0	59.0	68.0	61.0	75.0	42.0	70.0	70.0	67.0	50.0	6.0	10.0	6.0	15.0	8.0	19.1	2016.0	2021	5.0	Midfield
2561	53739	L. Grant	35	England	74	74	Manchester United	1.3	39.0	1300	Right	1.0	4.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-03	2020-01-01	76	183	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	19.0	17.0	14.0	43.0	15.0	11.0	17.0	19.0	40.0	34.0	52.0	46.0	56.0	69.0	56.0	24.0	73.0	39.0	71.0	19.0	42.0	26.0	14.0	50.0	20.0	60.0	12.0	13.0	19.0	74.0	72.0	74.0	74.0	76.0	2.5	2018.0	2020	2.0	Goalkeeper
2589	162297	D. Padelli	32	Italy	74	74	Inter	3.2	34.0	1027	Left	2.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2017-07-02	2019-01-01	75	181	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	10.0	10.0	26.0	10.0	10.0	13.0	10.0	29.0	21.0	49.0	39.0	38.0	70.0	27.0	23.0	65.0	30.0	45.0	11.0	12.0	13.0	10.0	30.0	22.0	69.0	8.0	12.0	12.0	74.0	74.0	63.0	76.0	74.0	5.5	2017.0	2019	2.0	Goalkeeper
2769	231242	A. Ounas	21	Algeria	73	82	Napoli	6	35.0	1847	Left	1.0	4.0	3.0	Medium/ Medium	Lean	No	RW	2017-07-04	2022-01-01	68	143	69	69	69	74	73	73	73	74	74	74	74	74	69	69	69	74	63	60	60	60	63	60	53	53	53	60	65.0	68.0	51.0	72.0	64.0	79.0	68.0	62.0	65.0	75.0	86.0	77.0	88.0	64.0	80.0	68.0	58.0	68.0	48.0	65.0	64.0	47.0	68.0	67.0	60.0	65.0	28.0	54.0	47.0	8.0	6.0	8.0	7.0	12.0	11.4	2017.0	2022	5.0	Attacking
2903	237692	P. Foden	18	England	73	88	Manchester City	8	36.0	1835	Left	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CAM	2016-07-01	2024-01-01	67	130	67	67	67	73	72	72	72	73	74	74	74	73	72	72	72	73	66	66	66	66	66	64	58	58	58	64	64.0	61.0	47.0	76.0	43.0	73.0	68.0	53.0	70.0	76.0	78.0	71.0	86.0	68.0	86.0	70.0	50.0	70.0	45.0	61.0	62.0	58.0	68.0	74.0	44.0	73.0	56.0	58.0	47.0	8.0	15.0	6.0	10.0	13.0	19.8	2016.0	2024	8.0	Midfield
3079	219591	S. Simič	23	Czech Republic	73	81	Milan	5	44.0	1457	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CB	2013-08-28	2020-01-01	74	174	47	47	47	47	47	47	47	47	48	48	48	50	54	54	54	50	64	68	68	68	64	66	74	74	74	66	43.0	20.0	68.0	58.0	12.0	54.0	29.0	27.0	58.0	58.0	43.0	56.0	51.0	68.0	51.0	57.0	71.0	59.0	79.0	21.0	76.0	72.0	20.0	38.0	21.0	66.0	80.0	74.0	72.0	5.0	3.0	5.0	5.0	3.0	9.5	2013.0	2020	7.0	Defending
3118	208088	Sergi Samper	23	Spain	73	80	FC Barcelona	4.8	69.0	1747	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CDM	2016-07-01	2020-01-01	72	161	57	57	57	62	63	63	63	62	68	68	68	65	73	73	73	65	67	74	74	74	67	66	68	68	68	66	55.0	38.0	48.0	80.0	48.0	63.0	65.0	46.0	76.0	76.0	55.0	33.0	58.0	68.0	70.0	55.0	58.0	65.0	66.0	52.0	55.0	71.0	53.0	81.0	52.0	75.0	75.0	71.0	62.0	12.0	10.0	13.0	11.0	6.0	10.8	2016.0	2020	4.0	Midfield
3273	206098	Patric	25	Spain	72	75	Lazio	3.2	26.0	1785	Right	1.0	3.0	2.0	Medium/ High	Lean	No	RB	2015-07-01	2019-01-01	72	159	62	62	62	64	64	64	64	64	65	65	65	65	67	67	67	65	72	71	71	71	72	72	73	73	73	72	65.0	49.0	69.0	72.0	25.0	60.0	46.0	48.0	55.0	70.0	67.0	64.0	64.0	68.0	57.0	63.0	67.0	69.0	66.0	57.0	62.0	74.0	55.0	62.0	51.0	67.0	73.0	76.0	74.0	8.0	14.0	12.0	9.0	14.0	5.7	2015.0	2019	4.0	Defending
3311	203038	Lucas Piazon	24	Brazil	72	77	Chelsea	4.2	55.0	1807	Right	1.0	4.0	3.0	Medium/ Medium	Lean	No	RW	2012-01-20	2020-01-01	72	161	71	71	71	74	74	74	74	74	74	74	74	73	70	70	70	73	59	56	56	56	59	56	46	46	46	56	71.0	73.0	53.0	75.0	74.0	72.0	75.0	73.0	68.0	77.0	70.0	69.0	72.0	70.0	69.0	70.0	39.0	66.0	55.0	70.0	44.0	31.0	71.0	72.0	73.0	79.0	27.0	32.0	47.0	10.0	7.0	8.0	10.0	14.0	8	2012.0	2020	8.0	Attacking
3392	202811	E. Martínez	25	Argentina	72	77	Arsenal	3	40.0	1263	Right	1.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2010-07-01	2020-01-01	76	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	22.0	16.0	26.0	27.0	23.0	13.0	22.0	20.0	46.0	26.0	59.0	57.0	49.0	64.0	49.0	18.0	60.0	14.0	70.0	16.0	37.0	13.0	12.0	50.0	42.0	53.0	11.0	20.0	20.0	73.0	69.0	75.0	70.0	74.0	5.8	2010.0	2020	10.0	Goalkeeper
3418	236610	M. Kean	18	Italy	72	87	Juventus	6.5	32.0	1672	Right	1.0	3.0	3.0	High/ Medium	Lean	No	ST	2016-08-01	2020-01-01	72	174	72	72	72	69	71	71	71	69	67	67	67	67	59	59	59	67	50	47	47	47	50	47	44	44	44	47	42.0	75.0	65.0	59.0	64.0	73.0	62.0	43.0	38.0	74.0	75.0	79.0	75.0	68.0	69.0	71.0	68.0	69.0	73.0	58.0	45.0	21.0	72.0	51.0	65.0	68.0	27.0	28.0	16.0	13.0	8.0	10.0	7.0	9.0	14.8	2016.0	2020	4.0	Attacking
3451	234574	Diogo Dalot	19	Portugal	72	84	Manchester United	4.7	26.0	1906	Right	1.0	3.0	3.0	High/ Medium	Normal	No	RB	2018-06-09	2023-01-01	72	157	69	69	69	70	70	70	70	70	68	68	68	71	68	68	68	71	74	71	71	71	74	73	72	72	72	73	75.0	52.0	65.0	69.0	44.0	73.0	75.0	44.0	58.0	74.0	73.0	73.0	69.0	76.0	63.0	76.0	78.0	79.0	71.0	59.0	80.0	68.0	68.0	54.0	43.0	73.0	72.0	68.0	67.0	10.0	6.0	10.0	6.0	8.0	9.6	2018.0	2023	5.0	Defending
3500	219998	J. Mauri	22	Italy	72	79	Milan	4.3	43.0	1916	Right	1.0	4.0	3.0	Medium/ High	Normal	No	CM	2015-07-06	2019-01-01	67	143	59	59	59	70	67	67	67	70	72	72	72	71	73	73	73	71	71	71	71	71	71	69	63	63	63	69	66.0	40.0	41.0	78.0	64.0	77.0	72.0	55.0	74.0	78.0	77.0	65.0	89.0	66.0	93.0	64.0	75.0	74.0	33.0	68.0	69.0	68.0	50.0	72.0	62.0	68.0	70.0	62.0	66.0	12.0	8.0	7.0	15.0	6.0	8.2	2015.0	2019	4.0	Midfield
3684	233113	Aleñá	20	Spain	72	85	FC Barcelona	6	58.0	1884	Left	1.0	3.0	3.0	High/ Medium	Normal	No	CM	2018-07-01	2022-01-01	71	161	67	67	67	74	73	73	73	74	74	74	74	73	72	72	72	73	69	69	69	69	69	67	62	62	62	67	66.0	66.0	34.0	72.0	41.0	76.0	68.0	59.0	68.0	75.0	78.0	76.0	75.0	71.0	75.0	66.0	52.0	66.0	63.0	72.0	52.0	68.0	67.0	74.0	73.0	70.0	70.0	62.0	48.0	12.0	9.0	10.0	8.0	12.0	16.1	2018.0	2022	4.0	Midfield
3700	189342	C. Pinsoglio	28	Italy	72	72	Juventus	2.2	44.0	1092	Left	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2014-07-01	2020-01-01	76	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	11.0	13.0	24.0	8.0	18.0	11.0	18.0	28.0	22.0	43.0	41.0	36.0	62.0	40.0	18.0	71.0	34.0	60.0	6.0	32.0	18.0	11.0	35.0	22.0	64.0	20.0	12.0	13.0	74.0	70.0	58.0	74.0	76.0	3.6	2014.0	2020	6.0	Goalkeeper
3723	237221	J. Foyth	20	Argentina	72	85	Tottenham Hotspur	5.5	33.0	1750	Right	1.0	3.0	3.0	Medium/ High	Lean	Yes	CB	2017-08-30	2022-01-01	74	152	61	61	61	61	62	62	62	61	62	62	62	62	63	63	63	62	69	69	69	69	69	70	73	73	73	70	41.0	43.0	73.0	71.0	43.0	66.0	41.0	47.0	49.0	69.0	71.0	71.0	72.0	73.0	72.0	56.0	72.0	65.0	71.0	39.0	58.0	72.0	46.0	52.0	47.0	57.0	70.0	75.0	72.0	8.0	15.0	7.0	14.0	9.0	13.6	2017.0	2022	5.0	Defending
3909	231919	A. Murgia	21	Italy	72	78	Lazio	4.2	22.0	1817	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	CM	2013-07-01	2022-01-01	73	172	69	69	69	68	70	70	70	68	71	71	71	68	73	73	73	68	67	71	71	71	67	67	70	70	70	67	56.0	60.0	70.0	75.0	58.0	69.0	55.0	55.0	72.0	74.0	52.0	51.0	54.0	74.0	57.0	69.0	54.0	51.0	68.0	69.0	58.0	74.0	72.0	72.0	53.0	62.0	68.0	68.0	66.0	12.0	8.0	7.0	8.0	8.0	8.1	2013.0	2022	9.0	Midfield
3937	101880	R. Green	38	England	72	72	Chelsea	210	28.0	1101	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-26	2019-01-01	74	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	19.0	12.0	15.0	26.0	12.0	14.0	16.0	13.0	14.0	15.0	46.0	32.0	47.0	70.0	40.0	22.0	68.0	26.0	59.0	11.0	26.0	20.0	13.0	58.0	21.0	49.0	14.0	12.0	11.0	73.0	70.0	60.0	72.0	74.0	389	2018.0	2019	1.0	Goalkeeper
4513	237238	S. McTominay	21	Scotland	71	81	Manchester United	3.8	43.0	1847	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CM	2013-07-01	2021-01-01	76	194	68	68	68	68	68	68	68	68	69	69	69	69	71	71	71	69	70	73	73	73	70	70	72	72	72	70	66.0	58.0	72.0	75.0	53.0	65.0	50.0	34.0	69.0	73.0	62.0	65.0	61.0	67.0	51.0	71.0	66.0	71.0	78.0	61.0	72.0	73.0	61.0	71.0	59.0	74.0	68.0	69.0	64.0	9.0	6.0	6.0	10.0	11.0	7.8	2013.0	2021	8.0	Midfield
4590	236496	M. Guendouzi	19	France	71	84	Arsenal	4	20.0	1860	Right	1.0	3.0	3.0	Medium/ High	Lean	No	CDM	2018-07-11	2023-01-01	73	150	64	64	64	67	66	66	66	67	69	69	69	68	71	71	71	68	69	71	71	71	69	68	68	68	68	68	67.0	56.0	64.0	74.0	49.0	69.0	68.0	55.0	75.0	68.0	66.0	60.0	64.0	67.0	65.0	69.0	66.0	69.0	63.0	65.0	73.0	71.0	51.0	73.0	49.0	73.0	62.0	69.0	64.0	6.0	13.0	6.0	13.0	11.0	10	2018.0	2023	5.0	Midfield
4652	227813	O. Zinchenko	21	Ukraine	71	81	Manchester City	3.3	38.0	2021	Left	1.0	3.0	3.0	High/ Medium	Lean	Yes	LB	2016-07-04	2021-01-01	69	141	69	69	69	74	73	73	73	74	75	75	75	75	76	76	76	75	73	73	73	73	73	72	68	68	68	72	79.0	59.0	59.0	77.0	60.0	76.0	78.0	74.0	76.0	76.0	73.0	64.0	77.0	73.0	79.0	76.0	66.0	69.0	52.0	70.0	67.0	70.0	69.0	78.0	59.0	67.0	68.0	70.0	66.0	15.0	11.0	13.0	11.0	11.0	6.8	2016.0	2021	5.0	Defending
4719	225782	A. Maitland-Niles	20	England	71	84	Arsenal	4.5	38.0	1836	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CM	2014-10-24	2019-01-01	70	157	66	66	66	72	71	71	71	72	72	72	72	72	71	71	71	72	70	69	69	69	70	68	63	63	63	68	64.0	56.0	38.0	74.0	44.0	73.0	60.0	36.0	69.0	72.0	82.0	85.0	76.0	69.0	70.0	65.0	55.0	69.0	66.0	62.0	58.0	66.0	66.0	70.0	54.0	77.0	57.0	66.0	60.0	15.0	9.0	7.0	10.0	13.0	11.4	2014.0	2019	5.0	Midfield
4763	225539	D. Solanke	20	England	70	84	Liverpool	3.9	37.0	1667	Right	1.0	3.0	3.0	High/ Medium	Lean	Yes	ST	2017-07-10	2022-01-01	74	176	71	71	71	69	71	71	71	69	70	70	70	69	63	63	63	69	50	48	48	48	50	47	41	41	41	47	54.0	71.0	64.0	70.0	65.0	73.0	54.0	42.0	58.0	75.0	67.0	70.0	69.0	63.0	67.0	73.0	67.0	65.0	72.0	57.0	34.0	22.0	67.0	63.0	71.0	64.0	20.0	15.0	22.0	9.0	15.0	14.0	9.0	10.0	9.9	2017.0	2022	5.0	Attacking
5121	240740	C. Hudson-Odoi	17	England	70	87	Chelsea	3.5	25.0	1720	Right	1.0	3.0	4.0	High/ Medium	Lean	No	LW	2017-07-05	2020-01-01	70	165	66	66	66	71	69	69	69	71	70	70	70	70	63	63	63	70	55	51	51	51	55	52	45	45	45	52	62.0	60.0	53.0	69.0	52.0	77.0	63.0	64.0	63.0	72.0	86.0	84.0	84.0	62.0	71.0	60.0	54.0	57.0	69.0	57.0	50.0	23.0	61.0	63.0	55.0	64.0	22.0	33.0	36.0	14.0	13.0	11.0	15.0	5.0	8.7	2017.0	2020	3.0	Attacking
5179	220534	S. Luperto	21	Italy	70	80	Napoli	2.5	19.0	1724	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2013-08-23	2023-01-01	75	165	61	61	61	59	59	59	59	59	58	58	58	59	61	61	61	59	67	67	67	67	67	68	70	70	70	68	65.0	50.0	70.0	65.0	45.0	52.0	47.0	42.0	54.0	63.0	54.0	54.0	56.0	66.0	61.0	72.0	70.0	68.0	70.0	68.0	64.0	68.0	52.0	43.0	44.0	62.0	70.0	72.0	72.0	12.0	6.0	12.0	11.0	6.0	4.8	2013.0	2023	10.0	Defending
5390	222391	J. Minala	21	Cameroon	70	76	Lazio	2.4	17.0	1824	Right	1.0	3.0	3.0	High/ High	Stocky	No	CM	2013-08-01	2019-01-01	72	185	66	66	66	66	68	68	68	66	69	69	69	67	70	70	70	67	67	70	70	70	67	66	67	67	67	66	49.0	60.0	60.0	73.0	52.0	69.0	55.0	52.0	68.0	72.0	69.0	54.0	61.0	66.0	61.0	68.0	73.0	76.0	68.0	65.0	75.0	69.0	63.0	65.0	43.0	65.0	66.0	62.0	60.0	9.0	15.0	9.0	9.0	8.0	4.6	2013.0	2019	6.0	Midfield
5407	241852	M. Diaby	18	France	70	85	Paris Saint-Germain	3.7	19.0	1709	Left	1.0	2.0	3.0	Medium/ Low	Lean	No	RW	2018-07-01	2020-01-01	67	143	65	65	65	72	70	70	70	72	71	71	71	72	65	65	65	72	58	54	54	54	58	55	45	45	45	55	66.0	64.0	36.0	70.0	60.0	74.0	60.0	41.0	67.0	74.0	87.0	87.0	84.0	58.0	86.0	71.0	62.0	57.0	39.0	51.0	50.0	31.0	65.0	64.0	42.0	60.0	39.0	39.0	38.0	8.0	9.0	8.0	8.0	14.0	9.1	2018.0	2020	2.0	Attacking
5649	215810	C. Lombardi	22	Italy	69	74	Lazio	1.4	19.0	1600	Right	1.0	4.0	3.0	Medium/ Medium	Normal	No	LW	2012-07-01	2022-01-01	71	165	67	67	67	70	69	69	69	70	68	68	68	68	59	59	59	68	51	46	46	46	51	48	42	42	42	48	68.0	62.0	54.0	65.0	52.0	73.0	44.0	34.0	50.0	74.0	77.0	76.0	78.0	58.0	66.0	69.0	60.0	38.0	62.0	66.0	38.0	27.0	67.0	58.0	52.0	59.0	28.0	25.0	23.0	6.0	14.0	14.0	10.0	12.0	2.5	2012.0	2022	10.0	Attacking
5652	233731	A. Isak	18	Sweden	69	83	Borussia Dortmund	2.2	11.0	1593	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	ST	2017-01-23	2022-01-01	75	163	69	69	69	68	69	69	69	68	67	67	67	67	59	59	59	67	50	45	45	45	50	47	41	41	41	47	51.0	69.0	65.0	59.0	74.0	69.0	40.0	35.0	40.0	71.0	78.0	76.0	77.0	66.0	60.0	63.0	67.0	66.0	59.0	57.0	41.0	24.0	71.0	59.0	53.0	61.0	27.0	20.0	16.0	7.0	6.0	9.0	7.0	11.0	5.1	2017.0	2022	5.0	Attacking
5949	227927	K. Walker-Peters	21	England	69	80	Tottenham Hotspur	1.6	21.0	1695	Right	1.0	4.0	3.0	High/ Medium	Lean	Yes	RB	2015-07-01	2023-01-01	69	141	56	56	56	64	60	60	60	64	62	62	62	65	63	63	63	65	69	67	67	67	69	69	68	68	68	69	69.0	35.0	62.0	66.0	25.0	69.0	50.0	31.0	60.0	68.0	77.0	72.0	69.0	60.0	81.0	31.0	74.0	66.0	59.0	41.0	70.0	64.0	60.0	48.0	32.0	66.0	70.0	70.0	69.0	9.0	8.0	7.0	11.0	12.0	3.2	2015.0	2023	8.0	Defending
5953	241496	T. Weah	18	United States	69	85	Paris Saint-Germain	2.2	16.0	1691	Right	1.0	3.0	3.0	High/ Medium	Lean	Yes	LM	2018-07-01	2020-01-01	73	146	69	69	69	68	69	69	69	68	67	67	67	67	59	59	59	67	51	47	47	47	51	49	44	44	44	49	55.0	70.0	67.0	61.0	62.0	69.0	63.0	41.0	55.0	66.0	83.0	83.0	75.0	59.0	69.0	70.0	67.0	59.0	59.0	66.0	48.0	22.0	65.0	60.0	60.0	66.0	30.0	26.0	24.0	7.0	9.0	12.0	15.0	14.0	5.4	2018.0	2020	2.0	Midfield
6000	237156	M. Wagué	19	Senegal	69	81	FC Barcelona	1.6	20.0	1743	Right	1.0	3.0	3.0	High/ Medium	Lean	No	RB	2018-08-05	2023-01-01	70	154	59	59	59	66	63	63	63	66	63	63	63	67	63	63	63	67	69	65	65	65	69	69	65	65	65	69	69.0	36.0	54.0	62.0	31.0	71.0	32.0	31.0	56.0	68.0	84.0	79.0	79.0	65.0	85.0	56.0	84.0	67.0	50.0	32.0	68.0	67.0	63.0	55.0	39.0	66.0	61.0	68.0	68.0	11.0	10.0	12.0	15.0	15.0	3.6	2018.0	2023	5.0	Defending
6102	242816	Riqui Puig	18	Spain	69	89	FC Barcelona	2.1	24.0	1746	Right	1.0	3.0	3.0	Medium/ Low	Lean	No	CM	2018-07-01	2021-01-01	67	123	62	62	62	68	67	67	67	68	71	71	71	69	70	70	70	69	62	63	63	63	62	60	55	55	55	60	60.0	58.0	49.0	78.0	56.0	70.0	57.0	51.0	76.0	73.0	63.0	66.0	77.0	66.0	84.0	60.0	56.0	53.0	43.0	49.0	44.0	45.0	55.0	77.0	55.0	70.0	53.0	57.0	53.0	12.0	15.0	14.0	12.0	9.0	6.5	2018.0	2021	3.0	Midfield
6136	200841	C. Jenkinson	26	England	69	71	Arsenal	1	34.0	1840	Right	2.0	2.0	3.0	High/ High	Lean	Yes	RB	2011-06-08	2020-01-01	73	170	63	63	63	65	64	64	64	65	64	64	64	67	66	66	66	67	70	69	69	69	70	70	70	70	70	70	71.0	41.0	62.0	66.0	60.0	67.0	60.0	52.0	64.0	68.0	58.0	73.0	60.0	69.0	66.0	72.0	63.0	64.0	69.0	41.0	71.0	66.0	67.0	62.0	49.0	62.0	69.0	73.0	72.0	12.0	15.0	15.0	11.0	12.0	2	2011.0	2020	9.0	Defending
6316	234679	P. Sandler	21	Netherlands	69	81	Manchester City	1.7	28.0	1745	Right	1.0	3.0	2.0	High/ Medium	Normal	No	CB	2018-07-01	2022-01-01	75	181	56	56	56	59	60	60	60	59	63	63	63	61	67	67	67	61	64	69	69	69	64	65	69	69	69	65	32.0	23.0	64.0	70.0	28.0	71.0	62.0	70.0	71.0	70.0	66.0	67.0	63.0	62.0	57.0	63.0	69.0	61.0	72.0	52.0	61.0	65.0	40.0	67.0	46.0	63.0	69.0	72.0	68.0	12.0	13.0	15.0	13.0	11.0	3.4	2018.0	2022	4.0	Defending
6559	231410	Brahim Díaz	18	Spain	69	86	Manchester City	2.2	24.0	1628	Right	1.0	5.0	4.0	Medium/ Medium	Normal	Yes	LW	2016-08-31	2019-01-01	67	150	64	64	64	70	70	70	70	70	70	70	70	69	62	62	62	69	52	48	48	48	52	47	39	39	39	47	53.0	66.0	30.0	71.0	44.0	76.0	62.0	47.0	50.0	74.0	78.0	71.0	81.0	61.0	84.0	70.0	65.0	58.0	38.0	63.0	41.0	20.0	65.0	64.0	58.0	62.0	43.0	23.0	21.0	13.0	9.0	13.0	10.0	6.0	5.4	2016.0	2019	3.0	Attacking
6690	241941	S. Nsoki	19	France	68	84	Paris Saint-Germain	1.7	10.0	1670	Left	1.0	2.0	3.0	Medium/ Medium	Normal	No	LB	2018-07-01	2021-01-01	73	172	57	57	57	61	58	58	58	61	59	59	59	63	61	61	61	63	68	67	67	67	68	69	71	71	71	69	64.0	34.0	67.0	68.0	32.0	65.0	48.0	31.0	62.0	65.0	73.0	75.0	59.0	60.0	54.0	42.0	67.0	59.0	79.0	36.0	68.0	65.0	51.0	45.0	37.0	64.0	69.0	71.0	72.0	8.0	12.0	13.0	9.0	10.0	4.3	2018.0	2021	3.0	Defending
6724	245279	Reguilón	21	Spain	68	80	Real Madrid	1.4	28.0	1619	Left	1.0	3.0	3.0	High/ Medium	Normal	No	LB	2017-07-01	2020-01-01	70	150	54	54	54	60	58	58	58	60	59	59	59	63	60	60	60	63	69	64	64	64	69	69	65	65	65	69	66.0	22.0	59.0	62.0	18.0	63.0	50.0	39.0	44.0	67.0	74.0	72.0	52.0	66.0	71.0	54.0	60.0	72.0	45.0	33.0	58.0	67.0	56.0	54.0	42.0	64.0	66.0	68.0	68.0	11.0	14.0	9.0	5.0	12.0	3.2	2017.0	2020	3.0	Defending
6937	242000	K. Mavropanos	20	Greece	68	83	Arsenal	1.8	21.0	1457	Right	1.0	2.0	2.0	Medium/ High	Normal	No	CB	2018-01-04	2022-01-01	76	194	46	46	46	43	43	43	43	43	43	43	43	46	48	48	48	46	58	60	60	60	58	61	68	68	68	61	37.0	30.0	66.0	47.0	30.0	41.0	32.0	37.0	48.0	42.0	52.0	60.0	55.0	57.0	39.0	45.0	67.0	64.0	79.0	26.0	65.0	62.0	30.0	37.0	42.0	53.0	70.0	74.0	72.0	12.0	11.0	11.0	10.0	7.0	4.5	2018.0	2022	4.0	Defending
7069	222576	Pleguezuelo	21	Spain	68	77	Arsenal	1.2	21.0	1672	Right	1.0	4.0	3.0	High/ Medium	Lean	No	CB	2014-04-11	2019-01-01	71	139	54	54	54	59	57	57	57	59	59	59	59	61	61	61	61	61	67	67	67	67	67	68	69	69	69	68	53.0	32.0	62.0	71.0	37.0	66.0	40.0	44.0	59.0	70.0	71.0	70.0	73.0	59.0	69.0	38.0	75.0	61.0	65.0	35.0	66.0	72.0	41.0	40.0	43.0	59.0	65.0	68.0	70.0	14.0	15.0	8.0	11.0	9.0	2.5	2014.0	2019	5.0	Defending
7217	241811	Sergio Gómez	17	Spain	68	87	Borussia Dortmund	1.8	8.0	1706	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	CAM	2018-01-31	2021-01-01	67	150	62	62	62	69	67	67	67	69	68	68	68	68	63	63	63	68	56	54	54	54	56	53	46	46	46	53	65.0	64.0	43.0	75.0	64.0	74.0	74.0	60.0	67.0	71.0	74.0	68.0	82.0	52.0	84.0	66.0	52.0	51.0	36.0	62.0	39.0	28.0	54.0	60.0	60.0	58.0	58.0	37.0	38.0	11.0	7.0	9.0	11.0	10.0	4.1	2018.0	2021	3.0	Midfield
7930	219715	R. Di Gennaro	24	Italy	67	70	Inter	675	11.0	1068	Right	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2010-07-11	2023-01-01	74	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	14.0	15.0	26.0	19.0	18.0	12.0	17.0	18.0	25.0	40.0	46.0	36.0	64.0	41.0	22.0	60.0	39.0	50.0	11.0	21.0	22.0	12.0	41.0	25.0	67.0	4.0	19.0	16.0	68.0	64.0	59.0	63.0	70.0	1.2	2010.0	2023	13.0	Goalkeeper
8007	233809	A. Rossi	21	Italy	67	77	Lazio	1.3	12.0	1578	Right	1.0	2.0	3.0	High/ Low	Normal	No	ST	2016-11-03	2021-01-01	72	172	68	68	68	64	65	65	65	64	63	63	63	63	58	58	58	63	50	48	48	48	50	48	45	45	45	48	52.0	69.0	64.0	65.0	64.0	64.0	53.0	50.0	49.0	66.0	67.0	63.0	58.0	62.0	46.0	70.0	62.0	59.0	73.0	60.0	43.0	32.0	66.0	48.0	53.0	55.0	28.0	26.0	24.0	7.0	5.0	14.0	10.0	6.0	2.4	2016.0	2021	5.0	Attacking
8191	240507	A. Gomes	17	England	67	87	Manchester United	1.5	15.0	1722	Right	1.0	4.0	4.0	Medium/ Medium	Lean	Yes	CAM	2016-07-01	2021-01-01	63	134	62	62	62	68	66	66	66	68	68	68	68	67	64	64	64	67	55	53	53	53	55	53	45	45	45	53	61.0	61.0	51.0	67.0	57.0	68.0	65.0	68.0	65.0	68.0	75.0	69.0	83.0	62.0	90.0	61.0	55.0	57.0	32.0	64.0	42.0	37.0	58.0	68.0	66.0	69.0	36.0	38.0	35.0	14.0	15.0	14.0	6.0	14.0	4.3	2016.0	2021	5.0	Midfield
8284	239249	Oriol Busquets	19	Spain	67	82	FC Barcelona	1.5	14.0	1650	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CDM	2017-07-01	2021-01-01	73	170	56	56	56	59	59	59	59	59	62	62	62	62	65	65	65	62	65	67	67	67	65	65	65	65	65	65	56.0	36.0	64.0	70.0	37.0	63.0	46.0	42.0	66.0	67.0	58.0	57.0	56.0	64.0	63.0	56.0	54.0	74.0	69.0	47.0	61.0	65.0	41.0	66.0	42.0	70.0	64.0	63.0	61.0	9.0	6.0	5.0	10.0	12.0	4	2017.0	2021	4.0	Midfield
8289	239250	Abel Ruiz	18	Spain	67	83	FC Barcelona	1.6	21.0	1561	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	ST	2017-07-01	2021-01-01	72	161	67	67	67	64	66	66	66	64	64	64	64	62	57	57	57	62	46	45	45	45	46	43	41	41	41	43	36.0	69.0	62.0	65.0	63.0	65.0	41.0	48.0	42.0	63.0	69.0	70.0	67.0	58.0	61.0	64.0	60.0	68.0	74.0	67.0	32.0	19.0	66.0	55.0	64.0	57.0	45.0	12.0	12.0	6.0	10.0	10.0	10.0	8.0	4.2	2017.0	2021	4.0	Attacking
8732	245238	Javi Sánchez	21	Spain	67	79	Real Madrid	1.2	24.0	1444	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2016-07-01	2019-01-01	74	170	47	47	47	46	46	46	46	46	47	47	47	48	52	52	52	48	61	63	63	63	61	63	68	68	68	63	32.0	28.0	66.0	63.0	18.0	34.0	27.0	34.0	38.0	61.0	55.0	64.0	41.0	63.0	51.0	38.0	72.0	68.0	68.0	32.0	70.0	67.0	25.0	35.0	38.0	55.0	64.0	67.0	65.0	11.0	15.0	13.0	8.0	13.0	2.7	2016.0	2019	3.0	Defending
8853	224019	Pedro Chirivella	21	Spain	66	75	Liverpool	975	17.0	1726	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2014-07-07	2020-01-01	70	146	58	58	58	62	62	62	62	62	64	64	64	64	66	66	66	64	65	67	67	67	65	65	63	63	63	65	52.0	40.0	55.0	74.0	40.0	65.0	55.0	48.0	61.0	67.0	63.0	66.0	74.0	64.0	65.0	62.0	52.0	74.0	64.0	40.0	78.0	68.0	53.0	66.0	49.0	72.0	43.0	61.0	66.0	13.0	14.0	12.0	8.0	14.0	2	2014.0	2020	6.0	Midfield
8857	240915	Miranda	18	Spain	66	81	FC Barcelona	1.2	12.0	1626	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	LB	2018-07-01	2021-01-01	73	168	55	55	55	60	59	59	59	60	59	59	59	62	61	61	61	62	66	64	64	64	66	66	64	64	64	66	59.0	33.0	56.0	63.0	29.0	62.0	56.0	37.0	56.0	65.0	65.0	69.0	59.0	63.0	60.0	49.0	65.0	69.0	53.0	37.0	57.0	64.0	62.0	48.0	44.0	59.0	64.0	69.0	67.0	11.0	8.0	12.0	9.0	6.0	3.2	2018.0	2021	3.0	Defending
8966	245035	C. Gomes	17	France	66	84	Manchester City	1.1	10.0	1760	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CDM	2018-07-23	2023-01-01	71	154	61	61	61	62	62	62	62	62	63	63	63	62	64	64	64	62	65	66	66	66	65	66	66	66	66	66	49.0	56.0	60.0	68.0	39.0	60.0	59.0	51.0	64.0	62.0	76.0	71.0	76.0	65.0	69.0	63.0	56.0	62.0	62.0	58.0	69.0	62.0	43.0	61.0	54.0	60.0	65.0	68.0	66.0	10.0	5.0	12.0	12.0	7.0	2.8	2018.0	2023	5.0	Midfield
9141	225105	Cristo González	20	Spain	66	78	Real Madrid	1.2	26.0	1701	Right	1.0	2.0	3.0	Medium/ Medium	Lean	No	ST	2017-07-18	2019-01-01	70	163	67	67	67	68	68	68	68	68	68	68	68	67	63	63	63	67	53	53	53	53	53	51	47	47	47	51	54.0	70.0	58.0	64.0	60.0	69.0	64.0	50.0	60.0	68.0	73.0	70.0	70.0	60.0	71.0	65.0	65.0	63.0	49.0	63.0	52.0	29.0	68.0	67.0	54.0	61.0	45.0	39.0	26.0	11.0	9.0	13.0	9.0	13.0	2.6	2017.0	2019	2.0	Attacking
9187	236378	A. Plizzari	18	Italy	66	84	Milan	1.1	4.0	1075	Right	1.0	1.0	1.0	Medium/ Medium	Lean	No	GK	2016-07-01	2019-01-01	74	161	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	5.0	20.0	36.0	17.0	21.0	15.0	19.0	26.0	23.0	45.0	37.0	57.0	47.0	33.0	37.0	63.0	25.0	54.0	19.0	16.0	13.0	6.0	35.0	15.0	53.0	16.0	20.0	13.0	68.0	68.0	59.0	62.0	72.0	2.5	2016.0	2019	3.0	Goalkeeper
9400	244363	Daniel Fuzato	20	Brazil	66	76	Roma	800	7.0	940	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-10	2022-01-01	75	194	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	17.0	21.0	26.0	8.0	15.0	9.0	9.0	28.0	12.0	31.0	20.0	32.0	64.0	20.0	21.0	37.0	22.0	55.0	13.0	17.0	12.0	9.0	52.0	21.0	48.0	8.0	12.0	11.0	63.0	65.0	60.0	70.0	65.0	1.5	2018.0	2022	4.0	Goalkeeper
9748	201179	A. Donnarumma	27	Italy	66	67	Milan	500	15.0	936	Right	1.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2017-07-17	2021-01-01	76	212	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	10.0	10.0	11.0	11.0	19.0	16.0	12.0	11.0	23.0	13.0	22.0	30.0	62.0	35.0	22.0	54.0	19.0	75.0	13.0	17.0	10.0	10.0	33.0	21.0	63.0	18.0	19.0	11.0	70.0	62.0	51.0	59.0	74.0	888	2017.0	2021	4.0	Goalkeeper
9803	229865	Óscar Pinchi	22	Spain	66	77	Atlético Madrid	1.1	11.0	1667	Right	1.0	3.0	3.0	Medium/ Low	Normal	No	LM	2018-07-02	2020-01-01	68	137	64	64	64	68	67	67	67	68	67	67	67	67	63	63	63	67	57	55	55	55	57	54	49	49	49	54	67.0	66.0	44.0	65.0	55.0	69.0	61.0	44.0	63.0	70.0	69.0	69.0	73.0	62.0	80.0	65.0	55.0	48.0	51.0	70.0	39.0	44.0	61.0	59.0	47.0	63.0	50.0	39.0	34.0	5.0	12.0	6.0	12.0	13.0	2.5	2018.0	2020	2.0	Midfield
9854	228082	D. Burnić	20	Germany	66	78	Borussia Dortmund	1	8.0	1724	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	CDM	2015-07-01	2019-01-01	71	154	58	58	58	63	62	62	62	63	64	64	64	65	66	66	66	65	66	67	67	67	66	66	64	64	64	66	57.0	41.0	49.0	72.0	47.0	66.0	46.0	39.0	65.0	72.0	69.0	68.0	75.0	66.0	74.0	56.0	70.0	67.0	63.0	37.0	60.0	62.0	47.0	62.0	55.0	54.0	64.0	63.0	61.0	10.0	11.0	10.0	9.0	11.0	1.9	2015.0	2019	4.0	Midfield
9863	238067	N. Zaniolo	18	Italy	66	84	Roma	1.3	7.0	1651	Left	1.0	3.0	3.0	High/ Medium	Lean	No	CAM	2018-07-01	2023-01-01	75	174	63	63	63	63	66	66	66	63	66	66	66	64	66	66	66	64	58	62	62	62	58	57	58	58	58	57	39.0	57.0	59.0	67.0	39.0	64.0	54.0	51.0	64.0	69.0	64.0	62.0	46.0	63.0	62.0	59.0	46.0	68.0	61.0	61.0	60.0	54.0	66.0	69.0	49.0	58.0	56.0	54.0	40.0	8.0	11.0	11.0	13.0	5.0	3.1	2018.0	2023	5.0	Midfield
9935	235266	C. Früchtl	18	Germany	65	86	FC Bayern München	1	3.0	908	Left	1.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2017-04-20	2020-01-01	76	157	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	10.0	11.0	11.0	29.0	9.0	13.0	15.0	14.0	25.0	17.0	25.0	23.0	26.0	49.0	23.0	29.0	40.0	19.0	63.0	8.0	26.0	11.0	6.0	23.0	13.0	22.0	16.0	10.0	13.0	68.0	65.0	66.0	64.0	68.0	2.7	2017.0	2020	3.0	Goalkeeper
10083	243237	L. Pellegrini	19	Italy	65	79	Roma	1	5.0	1552	Left	1.0	3.0	2.0	Medium/ Medium	Normal	No	LB	2017-07-01	2022-01-01	70	159	54	54	54	59	56	56	56	59	55	55	55	60	54	54	54	60	65	58	58	58	65	65	62	62	62	65	69.0	30.0	57.0	56.0	33.0	64.0	39.0	39.0	40.0	60.0	75.0	72.0	54.0	60.0	69.0	36.0	59.0	53.0	50.0	35.0	56.0	60.0	66.0	36.0	49.0	54.0	64.0	66.0	68.0	6.0	9.0	11.0	6.0	5.0	2.4	2017.0	2022	5.0	Defending
10087	233510	T. Chong	18	Netherlands	65	85	Manchester United	1.1	13.0	1733	Left	1.0	4.0	4.0	High/ High	Lean	Yes	RW	2017-07-01	2019-01-01	72	154	64	64	64	67	65	65	65	67	66	66	66	66	61	61	61	66	58	55	55	55	58	56	53	53	53	56	66.0	61.0	50.0	62.0	59.0	68.0	67.0	60.0	58.0	61.0	78.0	77.0	76.0	53.0	56.0	60.0	64.0	63.0	66.0	62.0	65.0	42.0	66.0	65.0	44.0	60.0	43.0	46.0	42.0	13.0	7.0	14.0	8.0	11.0	3.2	2017.0	2019	2.0	Attacking
10172	232250	L. Amos	21	England	65	79	Tottenham Hotspur	1.2	13.0	1711	Left	1.0	4.0	3.0	Medium/ Medium	Lean	No	CM	2015-07-01	2021-01-01	70	159	56	56	56	61	60	60	60	61	63	63	63	63	66	66	66	63	64	66	66	66	64	63	62	62	62	63	57.0	44.0	44.0	70.0	36.0	61.0	54.0	48.0	67.0	62.0	59.0	64.0	67.0	60.0	71.0	57.0	65.0	72.0	62.0	62.0	66.0	57.0	48.0	70.0	45.0	63.0	62.0	66.0	61.0	11.0	8.0	14.0	12.0	9.0	2.9	2015.0	2021	6.0	Midfield
10178	241467	F. Feuillassier	20	Argentina	65	80	Real Madrid	1.2	23.0	1574	Right	1.0	4.0	3.0	Medium/ Medium	Normal	No	LW	2017-07-01	2019-01-01	68	152	65	65	65	66	66	66	66	66	64	64	64	64	57	57	57	64	50	46	46	46	50	46	40	40	40	46	64.0	72.0	49.0	62.0	55.0	70.0	44.0	45.0	45.0	65.0	68.0	68.0	67.0	53.0	78.0	72.0	47.0	62.0	61.0	71.0	45.0	22.0	58.0	56.0	50.0	54.0	35.0	23.0	20.0	7.0	13.0	9.0	13.0	5.0	3.2	2017.0	2019	2.0	Attacking
10269	246608	Fidalgo	21	Spain	65	75	Real Madrid	875	20.0	1673	Right	1.0	3.0	3.0	High/ Medium	Lean	No	CM	2016-07-01	2019-01-01	69	150	59	59	59	65	64	64	64	65	66	66	66	66	66	66	66	66	60	61	61	61	60	58	54	54	54	58	61.0	49.0	44.0	69.0	46.0	68.0	62.0	53.0	65.0	70.0	65.0	63.0	68.0	62.0	77.0	54.0	51.0	64.0	49.0	48.0	62.0	52.0	59.0	70.0	49.0	68.0	46.0	51.0	47.0	10.0	9.0	10.0	11.0	9.0	2	2016.0	2019	3.0	Midfield
10424	216699	G. Zelalem	21	United States	65	75	Arsenal	875	15.0	1642	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CM	2014-03-18	2018-01-01	71	154	58	58	58	63	62	62	62	63	66	66	66	64	65	65	65	64	56	58	58	58	56	55	51	51	51	55	51.0	49.0	49.0	73.0	55.0	64.0	65.0	54.0	71.0	70.0	65.0	56.0	65.0	59.0	73.0	51.0	53.0	60.0	58.0	45.0	40.0	38.0	55.0	70.0	56.0	65.0	41.0	48.0	49.0	10.0	14.0	12.0	13.0	10.0	1.8	2014.0	2018	4.0	Midfield
10457	240513	E. Hamilton	19	Scotland	65	78	Manchester United	1	11.0	1734	Left	1.0	3.0	3.0	Medium/ High	Normal	Yes	CM	2015-07-01	2020-01-01	73	165	64	64	64	63	64	64	64	63	65	65	65	63	65	65	65	63	61	64	64	64	61	61	62	62	62	61	57.0	58.0	64.0	69.0	52.0	61.0	54.0	50.0	64.0	65.0	60.0	55.0	62.0	61.0	60.0	70.0	61.0	66.0	68.0	68.0	70.0	59.0	59.0	63.0	51.0	54.0	57.0	54.0	53.0	7.0	11.0	5.0	9.0	11.0	2.5	2015.0	2020	5.0	Midfield
10461	237698	C. Gribbin	19	England	65	80	Manchester United	1.2	11.0	1669	Left	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CAM	2015-07-27	2019-01-01	72	159	63	63	63	66	65	65	65	66	66	66	66	66	63	63	63	66	56	53	53	53	56	53	47	47	47	53	62.0	54.0	54.0	66.0	44.0	69.0	64.0	72.0	63.0	67.0	70.0	68.0	62.0	60.0	66.0	65.0	54.0	65.0	60.0	62.0	50.0	42.0	62.0	64.0	56.0	58.0	22.0	35.0	40.0	7.0	11.0	12.0	7.0	14.0	2.9	2015.0	2019	4.0	Midfield
10526	241810	Chumi	19	Spain	65	82	FC Barcelona	1	11.0	1523	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2014-06-30	2020-01-01	73	172	50	50	50	50	50	50	50	50	51	51	51	52	55	55	55	52	60	62	62	62	60	62	65	65	65	62	38.0	30.0	60.0	62.0	33.0	50.0	34.0	36.0	51.0	60.0	57.0	61.0	49.0	60.0	61.0	47.0	74.0	62.0	67.0	36.0	55.0	62.0	34.0	41.0	50.0	62.0	70.0	65.0	63.0	7.0	14.0	9.0	11.0	14.0	2.8	2014.0	2020	6.0	Defending
10620	243627	Y. Adli	17	France	65	84	Paris Saint-Germain	1.1	7.0	1721	Right	1.0	3.0	3.0	High/ Medium	Lean	No	CM	2018-07-01	2021-01-01	73	172	62	62	62	65	64	64	64	65	66	66	66	66	65	65	65	66	62	62	62	62	62	61	60	60	60	61	62.0	46.0	60.0	67.0	50.0	74.0	60.0	50.0	65.0	72.0	62.0	61.0	65.0	56.0	57.0	67.0	59.0	59.0	63.0	53.0	53.0	51.0	59.0	65.0	55.0	65.0	59.0	57.0	55.0	14.0	12.0	9.0	10.0	14.0	2.6	2018.0	2021	3.0	Midfield
10777	237522	Jorge Cuenca	18	Spain	65	78	FC Barcelona	850	11.0	1506	Left	1.0	3.0	2.0	Medium/ Medium	Normal	No	CB	2017-07-01	2019-01-01	74	168	47	47	47	46	46	46	46	46	49	49	49	49	55	55	55	49	61	64	64	64	61	63	66	66	66	63	40.0	27.0	67.0	65.0	31.0	29.0	29.0	26.0	58.0	55.0	57.0	61.0	59.0	65.0	64.0	55.0	69.0	66.0	60.0	36.0	67.0	66.0	21.0	45.0	44.0	57.0	62.0	66.0	63.0	10.0	12.0	5.0	14.0	12.0	2.3	2017.0	2019	2.0	Defending
10797	215766	L. Filippini	22	Italy	65	70	Lazio	600	8.0	1588	Left	1.0	2.0	2.0	Low/ Medium	Normal	No	LB	2017-01-30	2019-01-01	72	170	50	50	50	51	49	49	49	51	49	49	49	53	52	52	52	53	64	63	63	63	64	65	67	67	67	65	51.0	27.0	61.0	53.0	39.0	51.0	37.0	35.0	51.0	61.0	66.0	70.0	56.0	61.0	60.0	52.0	80.0	73.0	67.0	43.0	73.0	63.0	27.0	27.0	49.0	63.0	68.0	68.0	68.0	13.0	12.0	6.0	6.0	14.0	1.1	2017.0	2019	2.0	Defending
10801	235735	E. Ampadu	17	Wales	65	86	Chelsea	1.1	8.0	1514	Right	1.0	3.0	2.0	Medium/ Medium	Lean	Yes	LDM	2017-07-01	2023-01-01	72	159	49	49	49	51	52	52	52	51	55	55	55	54	60	60	60	54	60	65	65	65	60	61	65	65	65	61	27.0	23.0	59.0	70.0	25.0	57.0	34.0	27.0	64.0	58.0	62.0	58.0	56.0	61.0	68.0	52.0	74.0	60.0	67.0	22.0	56.0	62.0	29.0	59.0	33.0	64.0	66.0	67.0	64.0	13.0	12.0	9.0	8.0	12.0	3	2017.0	2023	6.0	Midfield
11081	225557	R. Poole	20	Wales	64	75	Manchester United	675	13.0	1572	Right	1.0	3.0	2.0	Medium/ Medium	Normal	Yes	CB	2015-09-01	2019-01-01	71	163	50	50	50	53	53	53	53	53	55	55	55	56	58	58	58	56	60	63	63	63	60	61	64	64	64	61	34.0	28.0	60.0	64.0	25.0	55.0	40.0	30.0	62.0	61.0	70.0	65.0	69.0	57.0	70.0	32.0	78.0	71.0	70.0	32.0	65.0	57.0	44.0	47.0	37.0	55.0	61.0	64.0	61.0	16.0	15.0	13.0	7.0	12.0	1.4	2015.0	2019	4.0	Defending
11083	54037	T. Berni	35	Italy	64	64	Inter	110	5.0	923	Right	1.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2017-07-05	2019-01-01	73	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	15.0	10.0	28.0	13.0	8.0	14.0	13.0	27.0	15.0	29.0	29.0	37.0	59.0	35.0	16.0	43.0	26.0	43.0	16.0	25.0	13.0	10.0	28.0	20.0	58.0	3.0	12.0	12.0	64.0	60.0	59.0	64.0	66.0	187	2017.0	2019	2.0	Goalkeeper
11163	245287	Sergio López	19	Spain	64	80	Real Madrid	875	9.0	1715	Right	1.0	3.0	3.0	High/ Medium	Lean	No	RB	2018-07-01	2019-01-01	70	146	60	60	60	63	61	61	61	63	61	61	61	63	60	60	60	63	65	61	61	61	65	65	61	61	61	65	63.0	52.0	56.0	61.0	48.0	64.0	57.0	41.0	56.0	63.0	78.0	79.0	69.0	63.0	72.0	63.0	61.0	61.0	51.0	59.0	62.0	60.0	50.0	46.0	43.0	62.0	59.0	61.0	62.0	12.0	12.0	11.0	7.0	13.0	2.3	2018.0	2019	1.0	Defending
11179	234795	A. Bernede	19	France	64	75	Paris Saint-Germain	750	6.0	1625	Left	1.0	3.0	3.0	Medium/ Medium	Normal	No	CAM	2018-07-01	2019-01-01	70	163	58	58	58	62	62	62	62	62	64	64	64	63	63	63	63	63	56	59	59	59	56	55	54	54	54	55	51.0	49.0	47.0	73.0	52.0	66.0	59.0	58.0	64.0	72.0	65.0	57.0	68.0	45.0	66.0	62.0	34.0	48.0	56.0	44.0	52.0	40.0	55.0	66.0	59.0	65.0	57.0	58.0	46.0	9.0	15.0	11.0	6.0	15.0	1.5	2018.0	2019	1.0	Midfield
11300	246599	Guillem Jaime	19	Spain	64	80	FC Barcelona	975	13.0	1694	Right	1.0	3.0	3.0	High/ Medium	Normal	No	RW	2018-07-01	2020-01-01	70	154	61	61	61	65	64	64	64	65	64	64	64	65	63	63	63	65	63	60	60	60	63	61	57	57	57	61	63.0	54.0	49.0	62.0	57.0	71.0	59.0	46.0	57.0	68.0	69.0	68.0	68.0	64.0	75.0	64.0	52.0	62.0	51.0	53.0	49.0	57.0	57.0	59.0	49.0	66.0	52.0	55.0	56.0	9.0	11.0	12.0	10.0	6.0	2.6	2018.0	2020	2.0	Attacking
11319	243275	L. Mai	18	Germany	64	84	FC Bayern München	850	5.0	1402	Right	1.0	2.0	2.0	Medium/ Medium	Normal	No	CB	2018-04-21	2021-01-01	75	194	45	45	45	42	42	42	42	42	42	42	42	44	47	47	47	44	56	58	58	58	56	59	65	65	65	59	34.0	25.0	64.0	45.0	35.0	39.0	34.0	32.0	41.0	40.0	54.0	54.0	43.0	63.0	39.0	48.0	69.0	64.0	79.0	22.0	57.0	65.0	28.0	41.0	41.0	49.0	65.0	65.0	64.0	11.0	14.0	7.0	14.0	6.0	2.3	2018.0	2021	3.0	Defending
11327	246606	Fran García	18	Spain	64	79	Real Madrid	825	9.0	1644	Left	1.0	3.0	2.0	High/ Medium	Normal	No	LB	2018-07-01	2019-01-01	67	139	55	55	55	62	59	59	59	62	59	59	59	63	59	59	59	63	65	60	60	60	65	64	59	59	59	64	65.0	42.0	44.0	57.0	39.0	62.0	55.0	36.0	49.0	65.0	79.0	79.0	68.0	62.0	89.0	47.0	60.0	66.0	44.0	45.0	63.0	62.0	49.0	54.0	39.0	60.0	60.0	58.0	59.0	9.0	6.0	12.0	9.0	11.0	2.2	2018.0	2019	1.0	Defending
11347	237139	T. Oakley-Boothe	18	England	64	81	Tottenham Hotspur	925	7.0	1615	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CM	2017-07-01	2021-01-01	72	150	54	54	54	59	58	58	58	59	61	61	61	62	64	64	64	62	62	65	65	65	62	62	61	61	61	62	48.0	39.0	45.0	72.0	34.0	60.0	56.0	55.0	70.0	65.0	63.0	67.0	53.0	55.0	51.0	44.0	59.0	65.0	60.0	36.0	59.0	61.0	56.0	60.0	52.0	65.0	60.0	64.0	55.0	13.0	7.0	9.0	14.0	8.0	2.3	2017.0	2021	4.0	Midfield
11364	241497	C. Dagba	19	France	64	79	Paris Saint-Germain	875	5.0	1611	Right	1.0	2.0	3.0	Medium/ Medium	Lean	No	RB	2018-07-01	2023-01-01	67	137	52	52	52	60	56	56	56	60	58	58	58	62	58	58	58	62	65	61	61	61	65	64	60	60	60	64	65.0	28.0	51.0	65.0	37.0	64.0	50.0	41.0	58.0	64.0	76.0	78.0	79.0	55.0	87.0	43.0	62.0	58.0	49.0	24.0	52.0	58.0	49.0	48.0	38.0	54.0	61.0	63.0	64.0	7.0	6.0	9.0	11.0	11.0	2.2	2018.0	2023	5.0	Defending
11422	237160	R. Williams	19	England	64	79	Manchester United	875	8.0	1479	Right	1.0	3.0	2.0	Medium/ Medium	Normal	Yes	CB	2016-01-01	2019-01-01	72	165	48	48	48	49	48	48	48	49	50	50	50	50	51	51	51	50	57	59	59	59	57	59	64	64	64	59	32.0	27.0	63.0	58.0	37.0	51.0	35.0	36.0	55.0	50.0	72.0	74.0	58.0	52.0	59.0	43.0	65.0	41.0	68.0	30.0	66.0	56.0	29.0	43.0	49.0	51.0	63.0	68.0	66.0	7.0	5.0	6.0	6.0	9.0	2.2	2016.0	2019	3.0	Defending
11498	203898	K. Rimane	27	France	64	66	Paris Saint-Germain	450	12.0	1603	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	CB	2014-07-01	2020-01-01	71	174	48	48	48	51	50	50	50	51	53	53	53	53	56	56	56	53	59	62	62	62	59	60	65	65	65	60	41.0	24.0	57.0	66.0	36.0	50.0	48.0	48.0	57.0	53.0	65.0	64.0	69.0	55.0	63.0	49.0	82.0	60.0	74.0	39.0	67.0	49.0	32.0	52.0	45.0	60.0	66.0	66.0	65.0	13.0	9.0	10.0	16.0	13.0	866	2014.0	2020	6.0	Defending
11573	239502	W. Bianda	18	France	64	81	Roma	850	4.0	1419	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2018-07-01	2023-01-01	73	181	45	45	45	45	45	45	45	45	46	46	46	48	49	49	49	48	57	59	59	59	57	59	64	64	64	59	31.0	20.0	63.0	55.0	22.0	47.0	32.0	31.0	48.0	53.0	61.0	63.0	43.0	53.0	56.0	36.0	71.0	61.0	73.0	26.0	63.0	57.0	28.0	35.0	41.0	55.0	72.0	62.0	60.0	12.0	6.0	15.0	13.0	10.0	2	2018.0	2023	5.0	Defending
11579	240273	E. Smith Rowe	17	England	64	85	Arsenal	975	10.0	1604	Right	1.0	3.0	4.0	High/ Medium	Lean	No	LW	2017-07-31	2019-01-01	72	141	61	61	61	66	64	64	64	66	64	64	64	65	57	57	57	65	52	47	47	47	52	49	40	40	40	49	60.0	61.0	36.0	59.0	55.0	67.0	67.0	58.0	49.0	67.0	78.0	79.0	73.0	53.0	68.0	69.0	47.0	61.0	44.0	60.0	39.0	24.0	58.0	59.0	64.0	60.0	37.0	30.0	31.0	11.0	8.0	14.0	8.0	10.0	2.8	2017.0	2019	2.0	Attacking
11585	241042	O. Skipp	17	England	64	83	Tottenham Hotspur	800	6.0	1610	Right	1.0	3.0	2.0	Medium/ High	Normal	No	CDM	2017-09-16	2021-01-01	69	154	54	54	54	57	56	56	56	57	58	58	58	60	61	61	61	60	63	65	65	65	63	63	62	62	62	63	52.0	38.0	51.0	70.0	35.0	57.0	48.0	42.0	64.0	63.0	66.0	65.0	57.0	60.0	61.0	55.0	61.0	74.0	61.0	38.0	67.0	61.0	42.0	50.0	54.0	46.0	58.0	64.0	55.0	8.0	12.0	9.0	7.0	5.0	2	2017.0	2021	4.0	Midfield
11695	232107	E. Oelschlägel	22	Germany	64	73	Borussia Dortmund	525	6.0	1001	Right	1.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-01	2019-01-01	76	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	12.0	25.0	23.0	10.0	11.0	20.0	11.0	18.0	20.0	39.0	42.0	34.0	64.0	27.0	24.0	54.0	29.0	76.0	10.0	24.0	11.0	7.0	27.0	18.0	32.0	8.0	17.0	16.0	67.0	60.0	57.0	58.0	68.0	998	2018.0	2019	1.0	Goalkeeper
11765	236988	E. Nketiah	19	England	64	84	Arsenal	975	10.0	1527	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	ST	2015-07-01	2021-01-01	69	154	65	65	65	64	65	65	65	64	63	63	63	62	55	55	55	62	44	41	41	41	44	42	36	36	36	42	33.0	66.0	51.0	54.0	56.0	65.0	43.0	38.0	46.0	62.0	87.0	82.0	76.0	66.0	72.0	60.0	73.0	54.0	56.0	59.0	43.0	16.0	65.0	52.0	57.0	60.0	14.0	19.0	15.0	12.0	10.0	11.0	9.0	5.0	2.8	2015.0	2021	6.0	Attacking
11805	243652	Borja Garcés	18	Spain	64	83	Atlético Madrid	950	5.0	1545	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	ST	2018-07-01	2021-01-01	70	157	65	65	65	61	63	63	63	61	60	60	60	59	54	54	54	59	46	44	44	44	46	45	42	42	42	45	37.0	65.0	64.0	55.0	59.0	60.0	46.0	38.0	38.0	61.0	68.0	67.0	66.0	64.0	70.0	72.0	61.0	55.0	51.0	62.0	52.0	26.0	64.0	49.0	63.0	58.0	28.0	27.0	24.0	14.0	10.0	5.0	10.0	14.0	2.5	2018.0	2021	3.0	Attacking
11836	244938	Montero	19	Spain	64	83	Atlético Madrid	875	4.0	1444	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2018-07-01	2019-01-01	71	165	46	46	46	48	46	46	46	48	47	47	47	50	51	51	51	50	61	60	60	60	61	62	64	64	64	62	42.0	27.0	61.0	60.0	29.0	44.0	33.0	25.0	42.0	60.0	58.0	63.0	52.0	62.0	66.0	37.0	69.0	63.0	57.0	29.0	66.0	64.0	23.0	31.0	40.0	40.0	61.0	65.0	64.0	7.0	14.0	13.0	11.0	6.0	2.3	2018.0	2019	1.0	Defending
11877	243155	Manu Hernando	19	Spain	64	76	Real Madrid	700	9.0	1568	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	CB	2017-07-01	2021-01-01	71	170	53	53	53	54	54	54	54	54	54	54	54	56	56	56	56	56	62	62	62	62	62	63	65	65	65	63	44.0	32.0	68.0	62.0	29.0	56.0	44.0	39.0	53.0	64.0	61.0	63.0	61.0	59.0	64.0	47.0	59.0	66.0	62.0	45.0	58.0	55.0	43.0	37.0	42.0	47.0	70.0	65.0	67.0	11.0	12.0	13.0	12.0	5.0	1.6	2017.0	2021	4.0	Defending
12087	246276	Joaquín	19	Spain	63	76	Atlético Madrid	700	4.0	1461	Left	1.0	5.0	4.0	Medium/ Medium	Normal	No	LM	2018-07-03	2021-01-01	68	150	59	59	59	63	61	61	61	63	61	61	61	63	56	56	56	63	48	43	43	43	48	45	36	36	36	45	61.0	58.0	44.0	56.0	42.0	64.0	44.0	37.0	52.0	62.0	72.0	75.0	53.0	56.0	78.0	55.0	51.0	63.0	49.0	45.0	32.0	23.0	59.0	60.0	48.0	55.0	21.0	21.0	20.0	10.0	12.0	12.0	12.0	14.0	1.9	2018.0	2021	3.0	Midfield
12290	244024	O. Batista Meier	17	Germany	63	83	FC Bayern München	725	5.0	1503	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	LM	2018-07-01	2021-01-01	70	132	59	59	59	65	64	64	64	65	63	63	63	63	55	55	55	63	49	43	43	43	49	46	37	37	37	46	51.0	60.0	35.0	49.0	47.0	74.0	52.0	45.0	43.0	68.0	76.0	73.0	75.0	61.0	73.0	54.0	36.0	59.0	42.0	57.0	34.0	19.0	57.0	58.0	58.0	54.0	36.0	27.0	27.0	10.0	15.0	14.0	12.0	6.0	1.9	2018.0	2021	3.0	Midfield
12357	229194	A. Georgen	19	France	63	80	Paris Saint-Germain	700	5.0	1661	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	RB	2017-07-01	2020-01-01	68	148	58	58	58	62	59	59	59	62	59	59	59	62	56	56	56	62	64	59	59	59	64	64	61	61	61	64	70.0	48.0	53.0	59.0	41.0	65.0	45.0	46.0	48.0	65.0	75.0	75.0	76.0	52.0	81.0	56.0	60.0	55.0	56.0	43.0	52.0	53.0	55.0	43.0	48.0	55.0	63.0	65.0	64.0	7.0	7.0	11.0	10.0	14.0	1.7	2017.0	2020	3.0	Defending
12486	238446	Tachi	20	Spain	63	78	Atlético Madrid	725	5.0	1378	Right	1.0	3.0	2.0	Low/ High	Normal	No	CB	2016-07-01	2019-01-01	72	165	45	45	45	44	44	44	44	44	44	44	44	46	47	47	47	46	57	57	57	57	57	59	63	63	63	59	33.0	26.0	73.0	58.0	32.0	40.0	30.0	28.0	41.0	57.0	60.0	65.0	35.0	43.0	64.0	41.0	67.0	55.0	59.0	25.0	48.0	59.0	23.0	31.0	30.0	52.0	68.0	66.0	62.0	11.0	12.0	13.0	15.0	8.0	1.9	2016.0	2019	3.0	Defending
12497	237169	C. Bramall	22	England	63	70	Arsenal	425	12.0	1659	Left	1.0	2.0	2.0	High/ Medium	Lean	No	LB	2017-01-09	2019-01-01	70	159	56	56	56	62	60	60	60	62	60	60	60	63	59	59	59	63	64	60	60	60	64	63	59	59	59	63	58.0	36.0	45.0	60.0	37.0	63.0	48.0	44.0	58.0	62.0	88.0	88.0	74.0	55.0	67.0	55.0	64.0	64.0	56.0	58.0	59.0	59.0	53.0	50.0	34.0	52.0	56.0	57.0	59.0	11.0	8.0	7.0	14.0	12.0	893	2017.0	2019	2.0	Defending
12502	225395	Ezkieta	21	Spain	63	75	FC Barcelona	525	10.0	1086	Right	1.0	3.0	1.0	Medium/ Medium	Lean	No	GK	2015-07-01	2019-01-01	76	172	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	16.0	12.0	17.0	28.0	15.0	17.0	16.0	19.0	27.0	19.0	41.0	49.0	36.0	63.0	45.0	26.0	57.0	41.0	64.0	14.0	25.0	20.0	15.0	30.0	24.0	33.0	13.0	17.0	15.0	65.0	58.0	59.0	59.0	64.0	1.2	2015.0	2019	4.0	Goalkeeper
12504	243315	Dani Gómez	19	Spain	63	77	Real Madrid	800	12.0	1448	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	ST	2017-07-01	2022-01-01	70	154	63	63	63	59	61	61	61	59	59	59	59	57	50	50	50	57	41	40	40	40	41	40	38	38	38	40	32.0	67.0	58.0	54.0	54.0	60.0	41.0	45.0	35.0	66.0	66.0	65.0	70.0	56.0	65.0	59.0	62.0	51.0	70.0	52.0	28.0	12.0	61.0	42.0	57.0	44.0	41.0	12.0	15.0	7.0	10.0	13.0	8.0	14.0	2.1	2017.0	2022	5.0	Attacking
12545	240510	J. Bohui	19	England	63	76	Manchester United	700	10.0	1556	Right	1.0	3.0	3.0	High/ High	Lean	Yes	ST	2016-08-07	2019-01-01	69	165	63	63	63	64	64	64	64	64	63	63	63	62	54	54	54	62	46	43	43	43	46	43	39	39	39	43	45.0	62.0	51.0	58.0	48.0	62.0	48.0	42.0	35.0	65.0	75.0	78.0	71.0	59.0	73.0	59.0	66.0	62.0	64.0	59.0	66.0	21.0	64.0	57.0	64.0	57.0	20.0	16.0	16.0	9.0	7.0	10.0	13.0	11.0	1.7	2016.0	2019	3.0	Attacking
12597	243080	Carlos Isaac	20	Spain	63	76	Atlético Madrid	625	5.0	1433	Right	1.0	3.0	2.0	High/ Medium	Lean	No	RB	2015-07-01	2020-01-01	72	163	49	49	49	53	51	51	51	53	51	51	51	55	52	52	52	55	63	59	59	59	63	64	63	63	63	64	57.0	26.0	60.0	56.0	22.0	55.0	30.0	35.0	31.0	59.0	64.0	69.0	46.0	63.0	64.0	26.0	49.0	69.0	65.0	28.0	49.0	62.0	45.0	37.0	34.0	45.0	67.0	63.0	61.0	6.0	8.0	10.0	12.0	5.0	1.7	2015.0	2020	5.0	Defending
12679	243357	F. Evina	17	Germany	63	81	FC Bayern München	725	5.0	1645	Right	1.0	3.0	3.0	Medium/ Medium	Stocky	No	LM	2018-04-28	2021-01-01	70	161	64	64	64	64	63	63	63	64	62	62	62	64	56	56	56	64	52	48	48	48	52	50	46	46	46	50	59.0	62.0	54.0	57.0	47.0	67.0	57.0	63.0	48.0	67.0	79.0	77.0	69.0	50.0	78.0	68.0	61.0	65.0	71.0	56.0	52.0	21.0	59.0	49.0	59.0	48.0	35.0	35.0	30.0	13.0	9.0	5.0	13.0	10.0	1.6	2018.0	2021	3.0	Midfield
12782	241588	Toni Moya	20	Spain	63	79	Atlético Madrid	800	6.0	1620	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	CM	2017-07-01	2019-01-01	71	165	60	60	60	63	64	64	64	63	65	65	65	63	63	63	63	63	57	59	59	59	57	56	56	56	56	56	44.0	58.0	45.0	66.0	38.0	64.0	44.0	47.0	60.0	67.0	66.0	65.0	64.0	64.0	66.0	52.0	65.0	51.0	53.0	53.0	58.0	52.0	59.0	67.0	51.0	58.0	58.0	48.0	47.0	9.0	13.0	9.0	6.0	11.0	2.1	2017.0	2019	2.0	Midfield
13143	238616	Pedro Neto	18	Portugal	62	79	Lazio	625	1.0	1493	Left	1.0	3.0	3.0	High/ Medium	Normal	No	ST	NaT	2019-06-30	68	139	63	63	63	64	65	65	65	64	64	64	64	61	57	57	57	61	44	42	42	42	44	41	35	35	35	41	38.0	64.0	51.0	60.0	51.0	65.0	54.0	40.0	44.0	68.0	63.0	63.0	86.0	65.0	80.0	62.0	53.0	53.0	40.0	63.0	32.0	16.0	64.0	56.0	62.0	58.0	22.0	19.0	15.0	6.0	13.0	7.0	12.0	6.0	19.8	2017.0	2019	2.0	Attacking
13174	242980	M. Shabani	19	Germany	62	75	FC Bayern München	575	5.0	1510	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CAM	2018-04-28	2020-01-01	73	159	56	56	56	61	60	60	60	61	63	63	63	61	60	60	60	61	50	50	50	50	50	47	43	43	43	47	53.0	50.0	46.0	69.0	47.0	66.0	48.0	46.0	68.0	67.0	66.0	62.0	67.0	43.0	63.0	57.0	48.0	49.0	56.0	56.0	43.0	25.0	46.0	65.0	52.0	67.0	34.0	36.0	35.0	5.0	8.0	11.0	8.0	15.0	1.3	2018.0	2020	2.0	Midfield
13211	245037	Eric García	17	Spain	62	82	Manchester City	550	6.0	1474	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CB	2017-07-01	2022-01-01	72	174	49	49	49	49	49	49	49	49	50	50	50	51	53	53	53	51	57	60	60	60	57	58	63	63	63	58	35.0	30.0	60.0	58.0	31.0	51.0	51.0	31.0	54.0	59.0	56.0	56.0	56.0	62.0	57.0	51.0	66.0	49.0	62.0	25.0	62.0	60.0	31.0	41.0	44.0	57.0	62.0	63.0	61.0	11.0	9.0	12.0	11.0	7.0	1.6	2017.0	2022	5.0	Defending
13212	246061	A. Solano	20	Colombia	62	72	Atlético Madrid	425	5.0	1540	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	RB	2016-07-01	2020-01-01	69	154	51	51	51	57	54	54	54	57	55	55	55	58	56	56	56	58	63	60	60	60	63	62	60	60	60	62	61.0	28.0	52.0	57.0	26.0	60.0	41.0	34.0	52.0	62.0	67.0	66.0	64.0	62.0	73.0	49.0	62.0	63.0	52.0	35.0	56.0	60.0	47.0	46.0	40.0	55.0	57.0	61.0	61.0	8.0	6.0	13.0	9.0	10.0	956	2016.0	2020	4.0	Defending
13290	242242	S. Cibois	20	France	62	79	Paris Saint-Germain	550	5.0	964	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2018-01-01	2021-01-01	76	181	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	8.0	10.0	28.0	9.0	11.0	14.0	10.0	23.0	25.0	36.0	30.0	32.0	55.0	54.0	19.0	59.0	28.0	65.0	10.0	20.0	15.0	10.0	30.0	15.0	48.0	8.0	11.0	10.0	62.0	63.0	60.0	60.0	63.0	1.4	2018.0	2021	3.0	Goalkeeper
13503	238460	R. Brewster	18	England	62	84	Liverpool	700	8.0	1501	Right	1.0	3.0	3.0	High/ Medium	Lean	Yes	ST	2017-04-01	2023-01-01	69	165	62	62	62	63	62	62	62	63	61	61	61	61	53	53	53	61	43	39	39	39	43	41	35	35	35	41	50.0	66.0	55.0	50.0	51.0	60.0	41.0	50.0	48.0	59.0	78.0	76.0	76.0	60.0	77.0	54.0	68.0	57.0	55.0	55.0	40.0	12.0	64.0	54.0	55.0	58.0	14.0	17.0	17.0	7.0	12.0	10.0	8.0	5.0	2	2017.0	2023	6.0	Attacking
13687	240311	L. Zidane	20	France	62	71	Real Madrid	350	9.0	944	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2016-07-01	2019-01-01	72	170	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	8.0	12.0	22.0	6.0	10.0	14.0	11.0	15.0	14.0	33.0	32.0	36.0	54.0	49.0	15.0	63.0	38.0	50.0	5.0	16.0	14.0	5.0	45.0	19.0	36.0	13.0	11.0	13.0	65.0	60.0	61.0	62.0	61.0	788	2016.0	2019	3.0	Goalkeeper
13778	233426	A. Georgiou	21	Cyprus	62	75	Tottenham Hotspur	575	9.0	1599	Left	1.0	2.0	3.0	Medium/ Medium	Lean	Yes	LM	2015-07-01	2020-01-01	70	161	55	55	55	62	59	59	59	62	60	60	60	63	59	59	59	63	62	57	57	57	62	60	55	55	55	60	69.0	46.0	44.0	58.0	44.0	66.0	56.0	50.0	51.0	64.0	69.0	72.0	66.0	55.0	68.0	45.0	45.0	61.0	52.0	42.0	44.0	56.0	54.0	61.0	45.0	54.0	49.0	60.0	53.0	10.0	12.0	8.0	14.0	10.0	1.4	2015.0	2020	5.0	Midfield
13814	223963	C. Humphreys-Grant	19	England	62	77	Manchester City	600	6.0	1507	Right	1.0	2.0	2.0	Medium/ Medium	Normal	Yes	CB	2015-08-24	2023-01-01	74	176	49	49	49	50	49	49	49	50	49	49	49	52	52	52	52	52	58	58	58	58	58	60	62	62	62	60	48.0	24.0	60.0	55.0	26.0	45.0	33.0	35.0	51.0	50.0	65.0	66.0	63.0	56.0	63.0	44.0	76.0	65.0	71.0	33.0	56.0	54.0	50.0	39.0	40.0	46.0	61.0	65.0	58.0	7.0	14.0	16.0	12.0	6.0	1.5	2015.0	2023	8.0	Defending
13896	245491	P. Beruatto	19	Italy	62	78	Juventus	575	5.0	1510	Left	1.0	3.0	2.0	Medium/ High	Lean	No	LB	2018-07-01	2021-01-01	72	172	46	46	46	48	47	47	47	48	48	48	48	51	52	52	52	51	61	61	61	61	61	62	64	64	64	62	50.0	10.0	60.0	58.0	38.0	52.0	41.0	40.0	55.0	54.0	63.0	67.0	54.0	59.0	54.0	57.0	68.0	54.0	68.0	32.0	57.0	60.0	22.0	43.0	43.0	56.0	64.0	66.0	68.0	14.0	5.0	12.0	10.0	12.0	1.3	2018.0	2021	3.0	Defending
13961	242434	C. Jones	17	England	61	82	Liverpool	550	7.0	1639	Right	1.0	3.0	3.0	High/ Medium	Lean	No	CM	2018-02-01	2021-01-01	72	150	60	60	60	63	62	62	62	63	64	64	64	62	61	61	61	62	56	57	57	57	56	55	53	53	53	55	54.0	56.0	50.0	64.0	53.0	65.0	54.0	47.0	61.0	65.0	64.0	63.0	73.0	58.0	71.0	60.0	57.0	53.0	51.0	55.0	65.0	44.0	55.0	64.0	50.0	62.0	47.0	49.0	47.0	6.0	13.0	7.0	11.0	7.0	1.6	2018.0	2021	3.0	Midfield
13999	237329	J. Willock	18	England	61	79	Arsenal	525	7.0	1618	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2016-07-01	2022-01-01	72	157	55	55	55	59	59	59	59	59	61	61	61	61	61	61	61	61	59	60	60	60	59	58	56	56	56	58	44.0	36.0	41.0	64.0	42.0	62.0	51.0	46.0	62.0	62.0	68.0	74.0	70.0	54.0	72.0	58.0	55.0	63.0	62.0	46.0	55.0	56.0	58.0	64.0	47.0	60.0	54.0	55.0	51.0	11.0	6.0	12.0	8.0	9.0	1.3	2016.0	2022	6.0	Midfield
14036	240926	N. Phillips	21	England	61	74	Liverpool	425	9.0	1350	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CB	2017-08-01	2021-01-01	74	154	43	43	43	40	41	41	41	40	42	42	42	43	47	47	47	43	53	56	56	56	53	56	61	61	61	56	30.0	23.0	62.0	56.0	30.0	33.0	29.0	35.0	45.0	40.0	52.0	52.0	42.0	56.0	57.0	45.0	64.0	59.0	70.0	21.0	60.0	58.0	25.0	39.0	45.0	55.0	58.0	62.0	59.0	9.0	6.0	6.0	12.0	10.0	1.1	2017.0	2021	4.0	Defending
14197	233051	L. Bolton	18	England	61	79	Manchester City	525	7.0	1652	Right	1.0	3.0	3.0	High/ High	Normal	No	RM	2016-10-07	2020-01-01	69	159	58	58	58	62	60	60	60	62	60	60	60	62	57	57	57	62	60	58	58	58	60	60	58	58	58	60	62.0	50.0	51.0	59.0	32.0	57.0	61.0	39.0	51.0	62.0	82.0	78.0	75.0	52.0	69.0	56.0	61.0	54.0	61.0	46.0	65.0	59.0	58.0	55.0	56.0	52.0	59.0	55.0	43.0	12.0	6.0	9.0	11.0	6.0	1.3	2016.0	2020	4.0	Midfield
14243	243308	Álex Dos Santos	19	Brazil	61	75	Atlético Madrid	450	2.0	908	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-02	2019-01-01	73	172	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	12.0	13.0	16.0	10.0	11.0	11.0	12.0	18.0	10.0	22.0	21.0	23.0	51.0	48.0	13.0	58.0	45.0	52.0	10.0	22.0	11.0	11.0	33.0	15.0	32.0	12.0	12.0	13.0	64.0	62.0	65.0	59.0	60.0	1.2	2018.0	2019	1.0	Goalkeeper
14244	245100	M. Awoudja	20	Germany	61	72	FC Bayern München	375	6.0	1430	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	CB	2018-08-02	2021-01-01	74	190	48	48	48	44	45	45	45	44	46	46	46	47	50	50	50	47	55	57	57	57	55	58	62	62	62	58	29.0	31.0	72.0	57.0	38.0	34.0	28.0	32.0	53.0	43.0	66.0	68.0	53.0	52.0	48.0	46.0	75.0	63.0	72.0	27.0	53.0	57.0	30.0	47.0	42.0	51.0	53.0	61.0	63.0	8.0	7.0	9.0	5.0	8.0	694	2018.0	2021	3.0	Defending
14252	243055	Rafael Camacho	18	Portugal	61	81	Liverpool	525	7.0	1561	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CAM	2018-07-01	2020-01-01	69	143	59	59	59	62	61	61	61	62	61	61	61	61	57	57	57	61	53	51	51	51	53	51	47	47	47	51	58.0	58.0	48.0	59.0	50.0	63.0	56.0	47.0	55.0	64.0	69.0	68.0	65.0	56.0	75.0	57.0	50.0	41.0	46.0	52.0	43.0	39.0	55.0	58.0	55.0	63.0	42.0	44.0	38.0	9.0	14.0	7.0	6.0	14.0	1.5	2018.0	2020	2.0	Midfield
14253	246127	P. Will	19	Germany	61	77	FC Bayern München	525	5.0	1627	Left	1.0	3.0	3.0	Medium/ Medium	Normal	No	CM	2018-09-04	2021-01-01	73	170	55	55	55	57	57	57	57	57	59	59	59	59	61	61	61	59	61	63	63	63	61	61	63	63	63	61	51.0	41.0	58.0	72.0	36.0	60.0	48.0	49.0	65.0	59.0	58.0	62.0	63.0	56.0	61.0	60.0	60.0	59.0	67.0	42.0	62.0	55.0	42.0	57.0	48.0	52.0	60.0	63.0	65.0	10.0	10.0	11.0	10.0	7.0	1.2	2018.0	2021	3.0	Midfield
14286	246139	Iñaki Peña	19	Spain	61	78	FC Barcelona	450	4.0	943	Right	1.0	3.0	1.0	Medium/ Medium	Lean	No	GK	2018-07-01	2021-01-01	72	172	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	10.0	6.0	11.0	26.0	5.0	12.0	12.0	12.0	24.0	18.0	33.0	28.0	42.0	60.0	51.0	24.0	63.0	27.0	54.0	8.0	17.0	6.0	5.0	39.0	17.0	38.0	9.0	10.0	11.0	63.0	57.0	64.0	57.0	62.0	1.2	2018.0	2021	3.0	Goalkeeper
14338	236940	Darío Poveda	21	Spain	61	71	Atlético Madrid	425	6.0	1456	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	ST	2018-07-23	2022-01-01	73	165	61	61	61	60	62	62	62	60	60	60	60	59	54	54	54	59	43	41	41	41	43	41	36	36	36	41	45.0	65.0	62.0	57.0	53.0	61.0	40.0	51.0	45.0	60.0	61.0	57.0	58.0	59.0	60.0	57.0	65.0	55.0	45.0	60.0	35.0	14.0	61.0	57.0	55.0	54.0	19.0	22.0	23.0	12.0	10.0	6.0	15.0	11.0	956	2018.0	2022	4.0	Attacking
14358	221332	G. Guerrieri	22	Italy	61	68	Lazio	260	4.0	1045	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2015-07-10	2021-01-01	72	172	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	13.0	19.0	27.0	13.0	16.0	18.0	16.0	19.0	20.0	41.0	49.0	35.0	61.0	48.0	23.0	54.0	22.0	67.0	14.0	18.0	23.0	16.0	28.0	23.0	51.0	22.0	15.0	14.0	62.0	59.0	58.0	59.0	61.0	494	2015.0	2021	6.0	Goalkeeper
14511	233164	A. Muric	19	Montenegro	61	78	Manchester City	450	3.0	1052	Right	1.0	2.0	1.0	Medium/ Medium	Normal	Yes	GK	2017-07-27	2020-01-01	78	179	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	12.0	10.0	32.0	16.0	17.0	18.0	11.0	37.0	22.0	44.0	46.0	38.0	51.0	40.0	21.0	62.0	29.0	68.0	14.0	24.0	18.0	11.0	40.0	18.0	51.0	12.0	12.0	13.0	62.0	60.0	58.0	59.0	64.0	1.1	2017.0	2020	3.0	Goalkeeper
14521	236239	A. Whiteman	19	England	61	75	Tottenham Hotspur	450	3.0	941	Right	1.0	2.0	1.0	Medium/ Medium	Lean	Yes	GK	2015-07-01	2020-01-01	73	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	9.0	14.0	27.0	8.0	12.0	12.0	10.0	25.0	23.0	34.0	28.0	31.0	44.0	41.0	17.0	65.0	26.0	48.0	9.0	25.0	12.0	4.0	39.0	11.0	42.0	21.0	13.0	14.0	65.0	60.0	56.0	60.0	64.0	1.1	2015.0	2020	5.0	Goalkeeper
14537	228053	S. Harrison	20	England	61	72	Tottenham Hotspur	450	10.0	1473	Left	1.0	3.0	3.0	High/ Medium	Lean	No	ST	2015-12-24	2019-01-01	72	150	62	62	62	61	61	61	61	61	59	59	59	59	51	51	51	59	43	40	40	40	43	41	37	37	37	41	45.0	62.0	57.0	51.0	47.0	61.0	42.0	27.0	41.0	59.0	75.0	73.0	73.0	59.0	70.0	57.0	65.0	63.0	62.0	50.0	49.0	14.0	61.0	47.0	63.0	52.0	21.0	16.0	12.0	11.0	7.0	10.0	12.0	11.0	923	2015.0	2019	4.0	Attacking
14545	235736	K. Sterling	19	England	61	75	Tottenham Hotspur	550	7.0	1478	Right	1.0	2.0	3.0	Medium/ Medium	Normal	No	ST	2017-07-01	2021-01-01	71	146	62	62	62	59	60	60	60	59	57	57	57	56	47	47	47	56	41	37	37	37	41	40	36	36	36	40	36.0	67.0	46.0	43.0	61.0	57.0	53.0	58.0	30.0	59.0	77.0	75.0	70.0	57.0	73.0	61.0	64.0	48.0	54.0	63.0	42.0	15.0	64.0	42.0	55.0	48.0	32.0	13.0	19.0	7.0	5.0	12.0	11.0	9.0	1.4	2017.0	2021	4.0	Attacking
14603	245992	B. Gilmour	17	Scotland	61	84	Chelsea	550	7.0	1613	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2018-07-01	2021-01-01	68	150	55	55	55	61	60	60	60	61	63	63	63	62	62	62	62	62	55	55	55	55	55	53	49	49	49	53	56.0	48.0	50.0	69.0	59.0	64.0	58.0	54.0	70.0	62.0	66.0	56.0	75.0	51.0	82.0	48.0	60.0	50.0	32.0	50.0	54.0	46.0	55.0	66.0	49.0	64.0	41.0	45.0	47.0	9.0	7.0	9.0	13.0	12.0	1.6	2018.0	2021	3.0	Midfield
14646	238075	M. Taylor-Crossdale	18	England	61	79	Chelsea	525	8.0	1490	Right	1.0	3.0	3.0	High/ Medium	Lean	No	ST	2016-12-28	2019-01-01	73	170	62	62	62	61	62	62	62	61	61	61	61	59	54	54	54	59	44	42	42	42	44	42	39	39	39	42	42.0	62.0	51.0	56.0	60.0	65.0	56.0	37.0	41.0	63.0	65.0	72.0	60.0	60.0	60.0	70.0	55.0	50.0	66.0	60.0	40.0	16.0	46.0	60.0	69.0	56.0	28.0	21.0	17.0	7.0	8.0	8.0	11.0	8.0	1.3	2016.0	2019	3.0	Attacking
14674	240906	B. Adekanye	19	Netherlands	60	80	Liverpool	450	7.0	1513	Left	1.0	2.0	3.0	Medium/ Medium	Normal	No	RW	2017-01-01	2019-01-01	67	137	60	60	60	61	60	60	60	61	59	59	59	60	53	53	53	60	49	45	45	45	49	47	42	42	42	47	54.0	58.0	49.0	56.0	55.0	64.0	49.0	44.0	46.0	64.0	75.0	73.0	68.0	50.0	74.0	63.0	53.0	55.0	64.0	48.0	45.0	21.0	52.0	49.0	52.0	55.0	25.0	35.0	30.0	8.0	9.0	5.0	11.0	9.0	1.3	2017.0	2019	2.0	Attacking
14746	243233	D. Wanner	19	Germany	60	77	Borussia Dortmund	450	3.0	1541	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	LM	2018-04-16	2019-01-01	70	157	57	57	57	61	59	59	59	61	59	59	59	61	54	54	54	61	54	48	48	48	54	51	45	45	45	51	64.0	59.0	43.0	61.0	61.0	66.0	58.0	44.0	42.0	68.0	68.0	67.0	69.0	42.0	67.0	56.0	59.0	62.0	52.0	46.0	43.0	33.0	46.0	48.0	54.0	45.0	36.0	39.0	40.0	5.0	13.0	10.0	7.0	13.0	1	2018.0	2019	1.0	Midfield
14772	240175	Bruno Jordão	19	Portugal	60	76	Lazio	450	1.0	1521	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	CM	NaT	2019-06-30	71	157	56	56	56	58	59	59	59	58	61	61	61	59	60	60	60	59	53	56	56	56	53	51	52	52	52	51	44.0	52.0	57.0	65.0	35.0	68.0	42.0	41.0	61.0	67.0	56.0	55.0	66.0	60.0	66.0	62.0	55.0	54.0	62.0	40.0	58.0	48.0	32.0	64.0	54.0	62.0	42.0	42.0	34.0	9.0	11.0	6.0	6.0	7.0	19.8	2017.0	2019	2.0	Midfield
15157	240334	Z. Medley	17	England	60	78	Arsenal	375	5.0	1355	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CB	2017-08-02	2019-01-01	76	165	42	42	42	40	41	41	41	40	41	41	41	42	45	45	45	42	54	55	55	55	54	56	61	61	61	56	34.0	25.0	55.0	43.0	35.0	34.0	34.0	29.0	37.0	41.0	54.0	49.0	49.0	56.0	57.0	41.0	70.0	58.0	63.0	27.0	48.0	60.0	32.0	37.0	43.0	50.0	61.0	70.0	63.0	10.0	11.0	5.0	10.0	14.0	947	2017.0	2019	2.0	Defending
15210	241632	B. Garré	17	Argentina	60	78	Manchester City	400	7.0	1518	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	LW	2017-07-15	2020-01-01	67	139	58	58	58	61	59	59	59	61	58	58	58	60	52	52	52	60	50	44	44	44	50	47	40	40	40	47	62.0	58.0	50.0	51.0	53.0	65.0	50.0	59.0	45.0	61.0	74.0	70.0	77.0	50.0	75.0	59.0	50.0	60.0	46.0	43.0	35.0	25.0	53.0	52.0	58.0	48.0	29.0	33.0	29.0	10.0	8.0	8.0	8.0	12.0	990	2017.0	2020	3.0	Attacking
15219	245986	Cristian Rodríguez	22	Spain	60	70	Atlético Madrid	325	5.0	1579	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CAM	2016-08-01	2019-01-01	71	154	55	55	55	59	59	59	59	59	61	61	61	60	62	62	62	60	57	59	59	59	57	56	55	55	55	56	54.0	38.0	51.0	66.0	35.0	59.0	49.0	42.0	62.0	63.0	59.0	58.0	65.0	60.0	67.0	57.0	62.0	57.0	62.0	53.0	58.0	53.0	55.0	63.0	52.0	60.0	43.0	51.0	47.0	10.0	8.0	6.0	7.0	7.0	731	2016.0	2019	3.0	Midfield
15322	241160	G. McEachran	17	England	59	81	Chelsea	350	6.0	1516	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	CAM	2017-08-30	2019-01-01	69	143	51	51	51	58	56	56	56	58	59	59	59	59	59	59	59	59	54	54	54	54	54	53	48	48	48	53	55.0	40.0	40.0	66.0	46.0	58.0	58.0	53.0	61.0	61.0	64.0	60.0	73.0	50.0	74.0	47.0	48.0	54.0	36.0	32.0	49.0	35.0	53.0	64.0	50.0	63.0	38.0	55.0	52.0	8.0	14.0	7.0	10.0	5.0	998	2017.0	2019	2.0	Midfield
15378	228383	K. Grabara	19	Poland	59	76	Liverpool	280	3.0	969	Right	1.0	3.0	1.0	Medium/ Medium	Lean	Yes	GK	2017-07-01	2022-01-01	75	165	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	18.0	13.0	12.0	31.0	13.0	19.0	17.0	19.0	19.0	15.0	40.0	38.0	38.0	56.0	41.0	21.0	52.0	29.0	50.0	14.0	26.0	14.0	5.0	30.0	17.0	50.0	5.0	19.0	13.0	60.0	57.0	52.0	56.0	60.0	707	2017.0	2022	5.0	Goalkeeper
15430	243514	J. Meier	18	Germany	59	75	FC Bayern München	290	3.0	1511	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	LB	2018-09-28	2021-01-01	70	172	51	51	51	53	51	51	51	53	50	50	50	53	50	50	50	53	59	56	56	56	59	60	60	60	60	60	53.0	49.0	51.0	45.0	38.0	54.0	43.0	39.0	41.0	43.0	65.0	58.0	62.0	62.0	59.0	38.0	60.0	63.0	63.0	37.0	62.0	56.0	48.0	44.0	33.0	42.0	59.0	65.0	66.0	6.0	10.0	10.0	15.0	14.0	660	2018.0	2021	3.0	Defending
15627	242085	M. Virtue	21	England	59	71	Liverpool	250	8.0	1623	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	CDM	2017-03-31	2019-01-01	69	146	53	53	53	56	55	55	55	56	57	57	57	57	58	58	58	57	58	59	59	59	58	59	58	58	58	59	45.0	42.0	49.0	64.0	40.0	54.0	41.0	42.0	63.0	57.0	70.0	68.0	77.0	58.0	80.0	63.0	69.0	56.0	50.0	47.0	67.0	52.0	38.0	50.0	56.0	55.0	49.0	62.0	61.0	5.0	9.0	13.0	12.0	14.0	525	2017.0	2019	2.0	Midfield
15645	240559	Obama	18	Spain	59	79	Atlético Madrid	325	4.0	1452	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	ST	2017-07-01	2019-01-01	67	154	60	60	60	60	60	60	60	60	58	58	58	58	50	50	50	58	44	39	39	39	44	41	36	36	36	41	52.0	64.0	51.0	55.0	53.0	62.0	43.0	42.0	38.0	58.0	66.0	59.0	62.0	59.0	79.0	60.0	56.0	51.0	51.0	58.0	34.0	15.0	56.0	46.0	65.0	49.0	41.0	11.0	16.0	10.0	13.0	7.0	11.0	8.0	991	2017.0	2019	2.0	Attacking
15718	244690	T. Matthews	17	South Africa	59	79	Borussia Dortmund	300	3.0	1458	Left	1.0	4.0	3.0	Medium/ Medium	Lean	No	CAM	2018-09-06	2021-01-01	69	154	52	52	52	62	58	58	58	62	60	60	60	61	53	53	53	61	49	43	43	43	49	45	36	36	36	45	57.0	49.0	33.0	56.0	48.0	70.0	53.0	44.0	47.0	66.0	78.0	77.0	87.0	48.0	87.0	39.0	61.0	53.0	34.0	37.0	32.0	24.0	45.0	54.0	45.0	50.0	35.0	22.0	24.0	10.0	15.0	10.0	10.0	10.0	810	2018.0	2021	3.0	Midfield
15786	245999	Mollejo	17	Spain	59	79	Atlético Madrid	300	4.0	1480	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	RW	2018-07-01	2020-01-01	69	141	57	57	57	61	60	60	60	61	59	59	59	60	53	53	53	60	46	42	42	42	46	44	37	37	37	44	52.0	54.0	42.0	55.0	47.0	62.0	57.0	46.0	49.0	58.0	74.0	72.0	72.0	57.0	80.0	58.0	49.0	48.0	43.0	50.0	43.0	19.0	58.0	54.0	53.0	60.0	24.0	25.0	28.0	14.0	12.0	10.0	6.0	9.0	915	2018.0	2020	2.0	Attacking
15846	241159	M. Guehi	17	England	58	78	Chelsea	230	4.0	1329	Right	1.0	2.0	2.0	Medium/ Medium	Normal	No	CB	2017-07-13	2020-01-01	72	165	42	42	42	40	40	40	40	40	39	39	39	42	42	42	42	42	52	53	53	53	52	55	58	58	58	55	33.0	24.0	56.0	48.0	32.0	34.0	29.0	32.0	41.0	40.0	58.0	60.0	53.0	47.0	58.0	49.0	65.0	56.0	61.0	21.0	55.0	57.0	28.0	27.0	34.0	40.0	60.0	60.0	59.0	8.0	9.0	11.0	12.0	12.0	656	2017.0	2020	3.0	Defending
16133	244140	A. Bakir	17	Germany	58	76	Borussia Dortmund	250	3.0	1434	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	RM	2018-07-01	2021-01-01	70	152	53	53	53	58	55	55	55	58	56	56	56	58	51	51	51	58	47	43	43	43	47	44	39	39	39	44	61.0	48.0	43.0	55.0	52.0	65.0	54.0	44.0	54.0	64.0	67.0	65.0	69.0	46.0	69.0	51.0	62.0	49.0	51.0	41.0	39.0	22.0	44.0	42.0	49.0	48.0	33.0	26.0	24.0	7.0	12.0	9.0	11.0	6.0	581	2018.0	2021	3.0	Midfield
16216	233442	J. Osei-Tutu	19	England	58	74	Arsenal	240	4.0	1464	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	RB	2015-10-06	2021-01-01	70	159	50	50	50	53	51	51	51	53	50	50	50	54	49	49	49	54	58	53	53	53	58	58	56	56	56	58	49.0	37.0	44.0	46.0	29.0	50.0	43.0	34.0	30.0	52.0	74.0	78.0	55.0	58.0	65.0	33.0	62.0	65.0	63.0	35.0	58.0	56.0	49.0	44.0	42.0	48.0	52.0	54.0	56.0	10.0	13.0	7.0	11.0	10.0	606	2015.0	2021	6.0	Defending
16279	242947	R. Kehr	18	Germany	57	76	Borussia Dortmund	220	3.0	1398	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	ST	2018-07-01	2021-01-01	74	176	57	57	57	56	56	56	56	56	53	53	53	54	47	47	47	54	43	40	40	40	43	41	39	39	39	41	39.0	59.0	54.0	51.0	45.0	59.0	58.0	34.0	33.0	58.0	69.0	68.0	62.0	47.0	54.0	53.0	63.0	55.0	66.0	45.0	34.0	20.0	48.0	39.0	58.0	46.0	24.0	28.0	20.0	9.0	13.0	13.0	13.0	7.0	512	2018.0	2021	3.0	Attacking
16403	233048	T. Dele-Bashiru	18	England	57	76	Manchester City	210	6.0	1601	Right	1.0	2.0	2.0	Medium/ Medium	Normal	Yes	CM	2017-08-15	2019-01-01	70	150	57	57	57	58	58	58	58	58	59	59	59	58	57	57	57	58	56	57	57	57	56	56	56	56	56	56	39.0	49.0	48.0	60.0	47.0	59.0	42.0	49.0	56.0	56.0	70.0	71.0	73.0	54.0	71.0	53.0	66.0	59.0	61.0	43.0	57.0	51.0	57.0	54.0	55.0	49.0	52.0	53.0	49.0	6.0	11.0	13.0	7.0	10.0	520	2017.0	2019	2.0	Midfield
16806	238186	M. Bulka	18	Poland	56	74	Chelsea	150	2.0	885	Right	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2016-10-04	2019-01-01	78	198	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	8.0	10.0	28.0	5.0	7.0	13.0	14.0	27.0	13.0	28.0	25.0	42.0	49.0	28.0	22.0	43.0	20.0	70.0	7.0	25.0	11.0	8.0	38.0	18.0	42.0	12.0	10.0	14.0	57.0	54.0	56.0	52.0	59.0	371	2016.0	2019	3.0	Goalkeeper
16932	241859	R. Hoffmann	19	Germany	56	74	FC Bayern München	160	2.0	842	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2017-12-09	2021-01-01	76	185	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	8.0	12.0	21.0	9.0	9.0	12.0	11.0	31.0	14.0	23.0	27.0	31.0	44.0	24.0	22.0	42.0	14.0	52.0	11.0	19.0	23.0	3.0	31.0	10.0	26.0	15.0	9.0	13.0	57.0	49.0	64.0	61.0	58.0	364	2017.0	2021	4.0	Goalkeeper
17451	224947	D. Grimshaw	20	England	54	68	Manchester City	120	6.0	1037	Right	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2016-08-31	2021-01-01	73	170	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	19.0	12.0	17.0	31.0	18.0	20.0	22.0	14.0	45.0	26.0	44.0	47.0	38.0	51.0	41.0	21.0	57.0	42.0	42.0	18.0	21.0	19.0	15.0	16.0	22.0	37.0	11.0	21.0	17.0	54.0	53.0	56.0	50.0	57.0	297	2016.0	2021	5.0	Goalkeeper

There are 548 players in top teams of europe.

df_nations = df_top_team_players.groupby(by='Nationality').size().reset_index()
df_nations.columns = ['Nationality','Num_Players']
df_nations = df_nations.sort_values(by=['Num_Players'],ascending=False)
df_nations

	Nationality	Num_Players
46	Spain	88
20	England	67
27	Italy	60
21	France	48
23	Germany	45
8	Brazil	37
3	Argentina	24
6	Belgium	18
13	Croatia	14
38	Portugal	13
35	Netherlands	13
52	Uruguay	10
48	Switzerland	7
37	Poland	7
42	Serbia	6
11	Colombia	6
53	Wales	5
16	Denmark	5
40	Scotland	4
41	Senegal	4
25	Greece	4
1	Algeria	3
33	Montenegro	3
47	Sweden	3
9	Cameroon	3
49	Turkey	3
28	Ivory Coast	3
10	Chile	3
51	United States	3
7	Bosnia Herzegovina	3
15	Czech Republic	3
36	Nigeria	2
39	Romania	2
43	Slovakia	2
0	Albania	2
44	Slovenia	2
18	Ecuador	2
34	Morocco	2
26	Guinea	2
24	Ghana	2
19	Egypt	2
5	Austria	1
50	Ukraine	1
2	Angola	1
4	Armenia	1
17	Dominican Republic	1
45	South Africa	1
32	Kosovo	1
31	Korea Republic	1
30	Kenya	1
29	Japan	1
14	Cyprus	1
22	Gabon	1
12	Costa Rica	1

df_top_nations = df_nations[:10]

plt.figure(figsize=(16, 5))
plt.bar(df_top_nations['Nationality'], df_top_nations['Num_Players'],color=['red','silver','lime','blue','black','g','aqua', 'red', 'crimson', 'forestgreen'
                                                                           ],alpha=0.8)
plt.plot(df_top_nations['Nationality'], df_top_nations['Num_Players'],color='orange')
plt.title('Nations of players in European top teams',fontsize='xx-large',fontweight='heavy')

Text(0.5,1,'Nations of players in European top teams')

Spain has most players in top european teams, meanwhile european countries took the top 5, and got 8 seats in the top 10.As representatives of South American football, Brazil and Argentina followed.

Spain

# got players groupby nations and arranged by age desc.
df_nation = df_top_team_players
def Age_desc(x):
    df_nation = x.sort_values(by = ['Age'],ascending=False)
    return df_nation
df_nation = df_nation.groupby('Nationality',as_index=False).apply(Age_desc)
df_nation 

		ID	Name	Age	Nationality	Overall	Potential	Club	Value	Wage	Special	PreferredFoot	InternationalReputation	WeakFoot	SkillMoves	WorkRate	BodyType	RealFace	Position	Joined	ContractValidUntil	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Joined_Year	CVU_Year	Contract_Period	Main Position
0	339	210864	E. Hysaj	24	Albania	81	86	Napoli	20	58.0	1935	Right	2.0	3.0	3.0	Medium/ Medium	Normal	No	RB	2015-08-02	2021-01-01	72	154	67	67	67	72	70	70	70	72	71	71	71	75	73	73	73	75	81	79	79	79	81	81	78	78	78	81	78.0	47.0	66.0	77.0	40.0	75.0	40.0	30.0	70.0	77.0	79.0	82.0	76.0	79.0	69.0	68.0	69.0	87.0	69.0	43.0	79.0	80.0	63.0	59.0	40.0	76.0	80.0	81.0	80.0	12.0	6.0	14.0	9.0	11.0	35.5	2015.0	2021	6.0	Defending
	338	212151	T. Strakosha	23	Albania	81	86	Lazio	17	36.0	1139	Right	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2012-08-09	2019-01-01	76	172	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	18.0	18.0	11.0	26.0	11.0	14.0	14.0	12.0	22.0	15.0	41.0	46.0	31.0	74.0	47.0	18.0	49.0	23.0	56.0	14.0	20.0	24.0	18.0	49.0	21.0	61.0	20.0	18.0	12.0	81.0	77.0	75.0	78.0	86.0	30.2	2012.0	2019	7.0	Goalkeeper
1	84	204485	R. Mahrez	27	Algeria	85	85	Manchester City	40.5	205.0	2031	Left	3.0	4.0	5.0	Medium/ Medium	Lean	Yes	RW	2018-07-10	2023-01-01	70	148	80	80	80	87	85	85	85	87	86	86	86	86	80	80	80	86	66	62	62	62	66	60	50	50	50	60	81.0	80.0	48.0	82.0	72.0	91.0	84.0	78.0	76.0	90.0	88.0	83.0	93.0	77.0	88.0	79.0	61.0	76.0	54.0	81.0	48.0	39.0	80.0	81.0	73.0	86.0	45.0	31.0	18.0	15.0	9.0	13.0	11.0	6.0	74.9	2018.0	2023	5.0	Attacking
	358	201454	F. Ghoulam	27	Algeria	81	82	Napoli	16.5	68.0	2114	Left	2.0	4.0	3.0	High/ Medium	Normal	No	LB	2014-01-31	2022-01-01	72	176	72	72	72	76	75	75	75	76	75	75	75	78	78	78	78	78	82	79	79	79	82	81	78	78	78	81	85.0	54.0	70.0	79.0	52.0	79.0	77.0	68.0	74.0	80.0	71.0	82.0	72.0	79.0	62.0	80.0	73.0	88.0	68.0	69.0	74.0	76.0	69.0	69.0	76.0	75.0	79.0	81.0	80.0	12.0	7.0	8.0	8.0	13.0	29.3	2014.0	2022	8.0	Defending
	2769	231242	A. Ounas	21	Algeria	73	82	Napoli	6	35.0	1847	Left	1.0	4.0	3.0	Medium/ Medium	Lean	No	RW	2017-07-04	2022-01-01	68	143	69	69	69	74	73	73	73	74	74	74	74	74	69	69	69	74	63	60	60	60	63	60	53	53	53	60	65.0	68.0	51.0	72.0	64.0	79.0	68.0	62.0	65.0	75.0	86.0	77.0	88.0	64.0	80.0	68.0	58.0	68.0	48.0	65.0	64.0	47.0	68.0	67.0	60.0	65.0	28.0	54.0	47.0	8.0	6.0	8.0	7.0	12.0	11.4	2017.0	2022	5.0	Attacking
2	773	216655	Bastos	26	Angola	78	79	Lazio	10	44.0	1710	Right	2.0	3.0	2.0	Medium/ High	Normal	No	CB	2016-08-17	2020-01-01	71	170	55	55	55	54	54	54	54	54	55	55	55	57	60	60	60	57	70	73	73	73	70	72	78	78	78	72	36.0	30.0	74.0	70.0	31.0	55.0	35.0	28.0	65.0	62.0	73.0	77.0	62.0	72.0	76.0	49.0	71.0	65.0	82.0	41.0	75.0	79.0	31.0	28.0	50.0	67.0	80.0	80.0	77.0	13.0	8.0	11.0	12.0	12.0	17.8	2016.0	2020	4.0	Defending
3	1287	139062	W. Caballero	36	Argentina	76	76	Chelsea	1	39.0	1211	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2017-07-01	2019-01-01	73	179	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	11.0	22.0	33.0	13.0	12.0	23.0	11.0	48.0	30.0	43.0	46.0	39.0	73.0	55.0	23.0	70.0	37.0	69.0	14.0	30.0	19.0	7.0	47.0	16.0	57.0	14.0	11.0	12.0	75.0	72.0	71.0	77.0	76.0	1.9	2017.0	2019	2.0	Goalkeeper
	313	158963	L. Biglia	32	Argentina	82	82	Milan	12.5	98.0	2104	Right	3.0	4.0	3.0	Medium/ High	Normal	No	CDM	2017-07-17	2020-01-01	70	139	69	69	69	75	74	74	74	75	78	78	78	77	81	81	81	77	80	83	83	83	80	79	78	78	78	79	74.0	50.0	54.0	86.0	78.0	80.0	71.0	76.0	82.0	84.0	65.0	65.0	76.0	80.0	78.0	77.0	62.0	75.0	65.0	75.0	83.0	82.0	50.0	80.0	72.0	80.0	80.0	78.0	74.0	14.0	12.0	7.0	12.0	7.0	21.3	2017.0	2020	3.0	Midfield
	0	158023	L. Messi	31	Argentina	94	94	FC Barcelona	110.5	565.0	2202	Left	5.0	4.0	4.0	Medium/ Medium	Messi	Yes	RF	2004-07-01	2021-01-01	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	2004.0	2021	17.0	Attacking
	526	173373	S. Romero	31	Argentina	80	80	Manchester United	9	91.0	1251	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2015-07-27	2021-01-01	76	192	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	14.0	12.0	39.0	17.0	12.0	12.0	13.0	48.0	40.0	47.0	44.0	52.0	78.0	44.0	14.0	63.0	35.0	75.0	11.0	33.0	21.0	11.0	55.0	16.0	62.0	14.0	11.0	15.0	78.0	76.0	81.0	77.0	82.0	16.7	2015.0	2021	6.0	Goalkeeper
	303	179847	F. Fazio	31	Argentina	82	82	Roma	15	73.0	1633	Right	3.0	2.0	2.0	Medium/ Medium	Normal	Yes	LCB	2017-07-15	2020-01-01	77	187	59	59	59	53	56	56	56	53	55	55	55	57	64	64	64	57	72	79	79	79	72	74	84	84	84	74	44.0	41.0	89.0	64.0	35.0	48.0	46.0	37.0	62.0	72.0	36.0	43.0	29.0	84.0	32.0	63.0	41.0	74.0	91.0	26.0	84.0	85.0	32.0	47.0	26.0	86.0	85.0	85.0	78.0	8.0	9.0	12.0	11.0	14.0	25.5	2017.0	2020	3.0	Defending
	23	153079	S. Agüero	30	Argentina	89	89	Manchester City	64.5	300.0	2107	Right	4.0	4.0	4.0	High/ Medium	Stocky	Yes	ST	2011-07-28	2021-01-01	68	154	89	89	89	89	90	90	90	89	88	88	88	86	79	79	79	86	61	59	59	59	61	56	50	50	50	56	70.0	93.0	77.0	81.0	85.0	89.0	82.0	73.0	64.0	89.0	88.0	80.0	86.0	90.0	91.0	88.0	81.0	76.0	73.0	83.0	65.0	24.0	92.0	83.0	83.0	90.0	30.0	20.0	12.0	13.0	15.0	6.0	11.0	14.0	119.3	2011.0	2021	10.0	Attacking
	38	167664	G. Higuaín	30	Argentina	88	88	Milan	57	245.0	1965	Right	4.0	4.0	3.0	High/ Medium	Normal	Yes	LS	NaT	2019-06-30	73	196	88	88	88	84	86	86	86	84	83	83	83	81	74	74	74	81	58	56	56	56	58	54	51	51	51	54	68.0	92.0	80.0	75.0	90.0	84.0	74.0	62.0	59.0	85.0	73.0	73.0	75.0	86.0	69.0	86.0	79.0	70.0	85.0	80.0	50.0	20.0	92.0	74.0	70.0	86.0	35.0	22.0	18.0	5.0	12.0	7.0	5.0	10.0	19.8	2017.0	2019	2.0	Attacking
	89	192366	N. Otamendi	30	Argentina	85	85	Manchester City	28.5	170.0	1916	Right	3.0	3.0	2.0	High/ High	Normal	Yes	CB	2015-08-20	2022-01-01	72	179	67	67	67	62	64	64	64	62	65	65	65	64	70	70	70	64	75	80	80	80	75	77	85	85	85	77	52.0	54.0	85.0	75.0	57.0	51.0	50.0	39.0	72.0	70.0	57.0	61.0	64.0	79.0	62.0	69.0	92.0	67.0	80.0	56.0	91.0	84.0	51.0	53.0	45.0	80.0	83.0	85.0	84.0	12.0	5.0	8.0	11.0	12.0	52.7	2015.0	2022	7.0	Defending
	138	183898	A. Di María	30	Argentina	84	84	Paris Saint-Germain	29.5	125.0	2113	Left	4.0	2.0	5.0	High/ Medium	Lean	Yes	RM	2015-08-06	2021-01-01	71	152	79	79	79	85	84	84	84	85	85	85	85	85	80	80	80	85	71	68	68	68	71	68	60	60	60	68	83.0	72.0	51.0	82.0	77.0	86.0	84.0	82.0	79.0	85.0	85.0	84.0	92.0	80.0	77.0	83.0	72.0	73.0	60.0	77.0	73.0	38.0	82.0	82.0	73.0	82.0	35.0	59.0	56.0	10.0	7.0	11.0	12.0	11.0	54.6	2015.0	2021	6.0	Midfield
	282	191180	J. Pastore	29	Argentina	82	82	Roma	21.5	84.0	2050	Right	3.0	4.0	4.0	High/ Medium	Lean	Yes	CAM	2018-07-01	2022-01-01	74	172	78	78	78	83	83	83	83	83	85	85	85	82	83	83	83	82	72	73	73	73	72	69	64	64	64	69	77.0	73.0	61.0	86.0	78.0	87.0	83.0	69.0	83.0	86.0	69.0	69.0	79.0	78.0	63.0	78.0	49.0	62.0	64.0	76.0	65.0	69.0	78.0	87.0	75.0	80.0	45.0	59.0	51.0	14.0	9.0	6.0	10.0	12.0	36.6	2018.0	2022	4.0	Midfield
	384	183900	D. Perotti	29	Argentina	81	81	Roma	17.5	84.0	1959	Right	3.0	4.0	4.0	Medium/ Medium	Lean	No	LW	2016-01-01	2021-01-01	70	154	76	76	76	83	82	82	82	83	84	84	84	83	78	78	78	83	66	63	63	63	66	61	53	53	53	61	79.0	66.0	57.0	81.0	60.0	88.0	72.0	64.0	69.0	88.0	86.0	76.0	83.0	80.0	78.0	73.0	64.0	73.0	60.0	71.0	51.0	36.0	78.0	84.0	90.0	81.0	58.0	31.0	22.0	5.0	8.0	14.0	6.0	8.0	29.8	2016.0	2021	5.0	Attacking
	629	201862	M. Rojo	28	Argentina	79	79	Manchester United	10	115.0	1998	Left	3.0	2.0	3.0	Medium/ High	Normal	Yes	CB	2014-08-20	2021-01-01	74	176	68	68	68	67	67	67	67	67	67	67	67	69	70	70	70	69	76	77	77	77	76	77	81	81	81	77	74.0	50.0	79.0	72.0	48.0	64.0	67.0	57.0	73.0	67.0	68.0	69.0	68.0	74.0	63.0	80.0	82.0	68.0	77.0	63.0	92.0	77.0	57.0	57.0	64.0	73.0	76.0	81.0	79.0	7.0	8.0	12.0	15.0	10.0	18.5	2014.0	2021	7.0	Defending
	510	186547	M. Musacchio	27	Argentina	80	80	Milan	12.5	85.0	1892	Right	3.0	3.0	3.0	Medium/ Medium	Normal	No	RCB	2017-07-01	2021-01-01	71	161	63	63	63	65	64	64	64	65	66	66	66	66	70	70	70	66	75	78	78	78	75	77	82	82	82	77	55.0	40.0	76.0	69.0	36.0	65.0	53.0	45.0	67.0	67.0	69.0	71.0	73.0	76.0	68.0	57.0	83.0	68.0	76.0	53.0	76.0	84.0	50.0	64.0	57.0	76.0	84.0	84.0	80.0	5.0	11.0	12.0	6.0	12.0	21.3	2017.0	2021	4.0	Defending
	2335	205186	P. Gazzaniga	26	Argentina	74	78	Tottenham Hotspur	5	46.0	1365	Right	1.0	3.0	1.0	Medium/ Medium	Lean	Yes	GK	2017-08-23	2022-01-01	77	198	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	21.0	12.0	14.0	32.0	8.0	20.0	33.0	21.0	49.0	20.0	63.0	65.0	64.0	59.0	49.0	49.0	66.0	45.0	67.0	19.0	32.0	16.0	13.0	52.0	41.0	55.0	23.0	20.0	11.0	76.0	73.0	84.0	72.0	76.0	9.6	2017.0	2022	5.0	Goalkeeper
	395	170368	E. Lamela	26	Argentina	81	82	Tottenham Hotspur	21	105.0	2100	Left	2.0	2.0	4.0	High/ High	Lean	Yes	RM	2013-08-30	2022-01-01	72	176	79	79	79	82	82	82	82	82	82	82	82	82	79	79	79	82	68	68	68	68	68	65	61	61	61	65	78.0	74.0	69.0	83.0	77.0	86.0	83.0	80.0	73.0	84.0	76.0	74.0	75.0	78.0	74.0	81.0	63.0	78.0	68.0	82.0	84.0	45.0	79.0	83.0	75.0	78.0	48.0	51.0	42.0	10.0	15.0	11.0	8.0	13.0	40.4	2013.0	2022	9.0	Midfield
	43	201399	M. Icardi	25	Argentina	87	90	Inter	64.5	130.0	1940	Right	3.0	4.0	3.0	Medium/ Low	Normal	Yes	ST	2013-07-09	2021-01-01	71	165	87	87	87	79	84	84	84	79	79	79	79	77	71	71	71	77	57	56	56	56	57	55	54	54	54	55	46.0	91.0	91.0	73.0	85.0	77.0	58.0	45.0	54.0	81.0	77.0	78.0	76.0	88.0	76.0	84.0	94.0	72.0	76.0	70.0	56.0	22.0	92.0	64.0	82.0	85.0	45.0	24.0	20.0	13.0	9.0	5.0	7.0	9.0	114.5	2013.0	2021	8.0	Attacking
	3392	202811	E. Martínez	25	Argentina	72	77	Arsenal	3	40.0	1263	Right	1.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2010-07-01	2020-01-01	76	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	22.0	16.0	26.0	27.0	23.0	13.0	22.0	20.0	46.0	26.0	59.0	57.0	49.0	64.0	49.0	18.0	60.0	14.0	70.0	16.0	37.0	13.0	12.0	50.0	42.0	53.0	11.0	20.0	20.0	73.0	69.0	75.0	70.0	74.0	5.8	2010.0	2020	10.0	Goalkeeper
	15	211110	P. Dybala	24	Argentina	89	94	Juventus	89	205.0	2092	Left	3.0	3.0	4.0	High/ Medium	Normal	Yes	LF	2015-07-01	2022-01-01	70	165	86	86	86	90	89	89	89	90	90	90	90	89	82	82	82	89	65	61	61	61	65	59	48	48	48	59	82.0	84.0	68.0	87.0	88.0	92.0	88.0	88.0	75.0	92.0	87.0	83.0	91.0	86.0	85.0	82.0	75.0	80.0	65.0	88.0	48.0	32.0	84.0	87.0	86.0	84.0	23.0	20.0	20.0	5.0	4.0	4.0	5.0	8.0	153.5	2015.0	2022	7.0	Attacking
	783	215330	J. Correa	23	Argentina	78	83	Lazio	14	42.0	1855	Right	1.0	4.0	4.0	High/ Medium	Lean	Yes	LM	2018-08-01	2023-01-01	74	170	74	74	74	79	78	78	78	79	79	79	79	79	74	74	74	79	62	60	60	60	62	57	49	49	49	57	74.0	74.0	43.0	78.0	75.0	85.0	79.0	63.0	69.0	83.0	76.0	79.0	82.0	70.0	61.0	76.0	32.0	75.0	74.0	71.0	48.0	36.0	74.0	75.0	57.0	73.0	39.0	37.0	26.0	11.0	10.0	7.0	8.0	8.0	24.9	2018.0	2023	5.0	Midfield
	335	214997	A. Correa	23	Argentina	81	87	Atlético Madrid	24.5	54.0	2047	Right	1.0	4.0	4.0	Medium/ Low	Lean	Yes	RM	2014-12-13	2024-01-01	67	150	81	81	81	84	84	84	84	84	83	83	83	82	77	77	77	82	69	65	65	65	69	67	60	60	60	67	74.0	82.0	67.0	73.0	79.0	87.0	82.0	65.0	65.0	87.0	87.0	82.0	87.0	82.0	83.0	80.0	50.0	74.0	63.0	83.0	41.0	48.0	82.0	78.0	55.0	74.0	58.0	53.0	44.0	13.0	10.0	9.0	8.0	16.0	55.1	2014.0	2024	10.0	Midfield
	561	231478	L. Martínez	20	Argentina	79	86	Inter	18	54.0	1892	Right	1.0	4.0	4.0	High/ Medium	Normal	No	ST	2018-07-05	2023-01-01	69	174	80	80	80	76	78	78	78	76	75	75	75	74	67	67	67	74	57	55	55	55	57	55	54	54	54	55	56.0	82.0	79.0	62.0	68.0	78.0	71.0	33.0	50.0	79.0	82.0	83.0	79.0	75.0	70.0	79.0	81.0	75.0	86.0	68.0	74.0	31.0	79.0	72.0	59.0	77.0	46.0	22.0	25.0	11.0	8.0	8.0	8.0	13.0	34.2	2018.0	2023	5.0	Attacking
	3723	237221	J. Foyth	20	Argentina	72	85	Tottenham Hotspur	5.5	33.0	1750	Right	1.0	3.0	3.0	Medium/ High	Lean	Yes	CB	2017-08-30	2022-01-01	74	152	61	61	61	61	62	62	62	61	62	62	62	62	63	63	63	62	69	69	69	69	69	70	73	73	73	70	41.0	43.0	73.0	71.0	43.0	66.0	41.0	47.0	49.0	69.0	71.0	71.0	72.0	73.0	72.0	56.0	72.0	65.0	71.0	39.0	58.0	72.0	46.0	52.0	47.0	57.0	70.0	75.0	72.0	8.0	15.0	7.0	14.0	9.0	13.6	2017.0	2022	5.0	Defending
	10178	241467	F. Feuillassier	20	Argentina	65	80	Real Madrid	1.2	23.0	1574	Right	1.0	4.0	3.0	Medium/ Medium	Normal	No	LW	2017-07-01	2019-01-01	68	152	65	65	65	66	66	66	66	66	64	64	64	64	57	57	57	64	50	46	46	46	50	46	40	40	40	46	64.0	72.0	49.0	62.0	55.0	70.0	44.0	45.0	45.0	65.0	68.0	68.0	67.0	53.0	78.0	72.0	47.0	62.0	61.0	71.0	45.0	22.0	58.0	56.0	50.0	54.0	35.0	23.0	20.0	7.0	13.0	9.0	13.0	5.0	3.2	2017.0	2019	2.0	Attacking
	15210	241632	B. Garré	17	Argentina	60	78	Manchester City	400	7.0	1518	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	LW	2017-07-15	2020-01-01	67	139	58	58	58	61	59	59	59	61	58	58	58	60	52	52	52	60	50	44	44	44	50	47	40	40	40	47	62.0	58.0	50.0	51.0	53.0	65.0	50.0	59.0	45.0	61.0	74.0	70.0	77.0	50.0	75.0	59.0	50.0	60.0	46.0	43.0	35.0	25.0	53.0	52.0	58.0	48.0	29.0	33.0	29.0	10.0	8.0	8.0	8.0	12.0	990	2017.0	2020	3.0	Attacking
4	199	192883	H. Mkhitaryan	29	Armenia	83	83	Arsenal	25.5	145.0	2100	Right	3.0	5.0	4.0	Medium/ Medium	Normal	Yes	RM	2018-01-22	2021-01-01	70	165	79	79	79	84	83	83	83	84	84	84	84	83	81	81	81	83	73	71	71	71	73	70	62	62	62	70	77.0	74.0	53.0	80.0	81.0	84.0	83.0	64.0	71.0	86.0	84.0	78.0	87.0	79.0	85.0	85.0	69.0	83.0	62.0	73.0	69.0	64.0	82.0	84.0	72.0	76.0	41.0	53.0	55.0	5.0	11.0	14.0	5.0	7.0	48.5	2018.0	2021	3.0	Midfield
5	85	197445	D. Alaba	26	Austria	85	87	FC Bayern München	38	110.0	2261	Left	4.0	4.0	3.0	High/ Medium	Lean	Yes	LB	2010-02-10	2021-01-01	71	168	79	79	79	81	81	81	81	81	82	82	82	82	83	83	83	82	85	84	84	84	85	85	82	82	82	85	81.0	63.0	75.0	82.0	68.0	79.0	78.0	84.0	80.0	83.0	79.0	86.0	79.0	84.0	77.0	83.0	82.0	87.0	71.0	82.0	69.0	84.0	76.0	77.0	80.0	79.0	80.0	82.0	80.0	5.0	7.0	14.0	15.0	9.0	65.6	2010.0	2021	11.0	Defending
6	1354	47201	S. Proto	35	Belgium	76	76	Lazio	1.8	20.0	1277	Right	2.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2018-07-04	2021-01-01	72	163	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	14.0	14.0	33.0	17.0	11.0	11.0	17.0	37.0	32.0	48.0	46.0	58.0	70.0	61.0	37.0	75.0	27.0	61.0	15.0	28.0	23.0	18.0	58.0	25.0	58.0	20.0	11.0	17.0	75.0	73.0	73.0	78.0	77.0	3.1	2018.0	2021	3.0	Goalkeeper
	1037	157304	T. Vermaelen	32	Belgium	77	77	FC Barcelona	5	110.0	1926	Left	3.0	3.0	2.0	High/ Medium	Normal	Yes	CB	2014-08-09	2019-01-01	72	176	66	66	66	63	63	63	63	63	64	64	64	64	68	68	68	64	72	75	75	75	72	73	79	79	79	73	63.0	52.0	81.0	80.0	56.0	55.0	61.0	64.0	78.0	64.0	67.0	64.0	61.0	70.0	56.0	78.0	90.0	52.0	79.0	68.0	77.0	73.0	41.0	51.0	62.0	72.0	72.0	79.0	80.0	9.0	10.0	7.0	11.0	15.0	10.3	2014.0	2019	5.0	Defending
	107	139720	V. Kompany	32	Belgium	85	85	Manchester City	22	170.0	1898	Right	4.0	3.0	2.0	Medium/ High	Normal	Yes	CB	2008-08-22	2019-01-01	75	187	66	66	66	63	64	64	64	63	65	65	65	65	70	70	70	65	76	80	80	80	76	78	86	86	86	78	61.0	45.0	84.0	73.0	46.0	63.0	61.0	52.0	66.0	70.0	52.0	59.0	57.0	87.0	41.0	75.0	72.0	66.0	87.0	55.0	87.0	82.0	41.0	59.0	63.0	81.0	87.0	85.0	84.0	10.0	9.0	5.0	8.0	6.0	40.7	2008.0	2019	11.0	Defending
	50	175943	D. Mertens	31	Belgium	87	87	Napoli	45	135.0	2043	Right	3.0	4.0	4.0	High/ Low	Normal	Yes	RF	2013-07-01	2020-01-01	67	134	81	81	81	89	88	88	88	89	89	89	89	88	81	81	81	88	68	63	63	63	68	63	49	49	49	63	77.0	86.0	35.0	82.0	70.0	91.0	82.0	79.0	74.0	89.0	93.0	85.0	94.0	88.0	92.0	80.0	60.0	75.0	42.0	81.0	59.0	36.0	87.0	83.0	79.0	81.0	25.0	40.0	40.0	7.0	10.0	8.0	10.0	4.0	76.5	2013.0	2020	7.0	Attacking
	51	172871	J. Vertonghen	31	Belgium	87	87	Tottenham Hotspur	34	155.0	2079	Left	3.0	3.0	3.0	High/ High	Normal	Yes	LCB	2012-07-01	2019-01-01	74	190	72	72	72	71	72	72	72	71	73	73	73	73	77	77	77	73	82	84	84	84	82	83	87	87	87	83	68.0	56.0	80.0	79.0	52.0	71.0	58.0	73.0	74.0	76.0	61.0	65.0	61.0	84.0	60.0	80.0	85.0	75.0	79.0	66.0	84.0	89.0	60.0	68.0	66.0	83.0	90.0	87.0	88.0	6.0	10.0	9.0	12.0	7.0	62.9	2012.0	2019	7.0	Defending
	220	162240	M. Dembélé	30	Belgium	83	83	Tottenham Hotspur	24	120.0	2177	Left	3.0	2.0	4.0	Medium/ Medium	Normal	Yes	CM	2012-08-01	2019-01-01	73	181	79	79	79	81	82	82	82	81	83	83	83	81	84	84	84	81	80	84	84	84	80	79	82	82	82	79	65.0	66.0	70.0	86.0	73.0	89.0	65.0	55.0	80.0	89.0	72.0	72.0	79.0	83.0	76.0	81.0	75.0	70.0	89.0	70.0	79.0	82.0	70.0	80.0	63.0	90.0	75.0	82.0	70.0	16.0	14.0	11.0	16.0	14.0	44.4	2012.0	2019	7.0	Midfield
	703	173426	S. Mignolet	30	Belgium	79	79	Liverpool	8	76.0	1254	Right	3.0	2.0	1.0	Medium/ Medium	Normal	Yes	GK	2013-06-25	2021-01-01	76	192	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	11.0	16.0	37.0	16.0	14.0	16.0	12.0	34.0	26.0	50.0	52.0	34.0	74.0	52.0	45.0	69.0	31.0	72.0	16.0	34.0	21.0	14.0	43.0	41.0	61.0	7.0	14.0	16.0	80.0	74.0	64.0	76.0	82.0	15.2	2013.0	2021	8.0	Goalkeeper
	700	176944	M. Fellaini	30	Belgium	79	79	Manchester United	11.5	120.0	1994	Right	3.0	3.0	3.0	Medium/ Medium	Lean	Yes	CM	2013-09-02	2020-01-01	76	187	79	79	79	72	76	76	76	72	75	75	75	73	78	78	78	73	73	80	80	80	73	73	81	81	81	73	61.0	73.0	93.0	81.0	68.0	67.0	64.0	46.0	66.0	82.0	41.0	48.0	47.0	81.0	49.0	75.0	64.0	75.0	91.0	65.0	94.0	74.0	84.0	73.0	64.0	78.0	77.0	77.0	60.0	8.0	6.0	9.0	15.0	16.0	21.3	2013.0	2020	7.0	Midfield
	101	178518	R. Nainggolan	30	Belgium	85	85	Inter	35.5	105.0	2278	Right	3.0	3.0	3.0	High/ High	Stocky	Yes	CAM	2018-07-01	2022-01-01	69	170	81	81	81	83	84	84	84	83	84	84	84	83	86	86	86	83	86	87	87	87	86	86	84	84	84	86	73.0	75.0	59.0	84.0	75.0	80.0	73.0	68.0	81.0	85.0	78.0	73.0	76.0	87.0	82.0	84.0	76.0	93.0	77.0	86.0	88.0	86.0	86.0	76.0	63.0	84.0	83.0	86.0	90.0	11.0	11.0	14.0	8.0	11.0	60.4	2018.0	2022	4.0	Midfield
	143	177413	A. Witsel	29	Belgium	84	84	Borussia Dortmund	24	77.0	2200	Right	3.0	4.0	4.0	Medium/ Medium	Lean	No	LCM	2018-08-17	2022-01-01	74	179	80	80	80	80	81	81	81	80	82	82	82	81	84	84	84	81	83	85	85	85	83	83	84	84	84	83	69.0	71.0	80.0	89.0	77.0	78.0	69.0	68.0	79.0	84.0	67.0	74.0	78.0	84.0	60.0	78.0	76.0	86.0	82.0	74.0	82.0	80.0	75.0	79.0	81.0	89.0	80.0	79.0	85.0	5.0	7.0	7.0	10.0	7.0	40.8	2018.0	2022	4.0	Midfield
	71	184087	T. Alderweireld	29	Belgium	86	87	Tottenham Hotspur	39	150.0	2047	Right	3.0	3.0	2.0	Medium/ Medium	Normal	Yes	RCB	2015-07-08	2020-01-01	73	179	69	69	69	68	69	69	69	68	71	71	71	71	78	78	78	71	81	85	85	85	81	82	87	87	87	82	64.0	45.0	82.0	79.0	38.0	62.0	63.0	69.0	85.0	74.0	61.0	66.0	60.0	86.0	50.0	78.0	84.0	74.0	79.0	65.0	80.0	87.0	58.0	67.0	58.0	81.0	90.0	91.0	86.0	16.0	6.0	14.0	16.0	14.0	75.1	2015.0	2020	5.0	Defending
	5	183277	E. Hazard	27	Belgium	91	91	Chelsea	93	340.0	2142	Right	4.0	4.0	4.0	High/ Medium	Normal	Yes	LF	2012-07-01	2020-01-01	68	163	86	86	86	92	91	91	91	92	92	92	92	92	85	85	85	92	69	66	66	66	69	63	52	52	52	63	81.0	84.0	61.0	89.0	80.0	95.0	83.0	79.0	83.0	94.0	94.0	88.0	95.0	90.0	94.0	82.0	56.0	83.0	66.0	80.0	54.0	41.0	87.0	89.0	86.0	91.0	34.0	27.0	22.0	11.0	12.0	6.0	8.0	8.0	172.1	2012.0	2020	8.0	Attacking
	4	192985	K. De Bruyne	27	Belgium	91	92	Manchester City	102	355.0	2281	Right	4.0	5.0	4.0	High/ High	Normal	Yes	RCM	2015-08-30	2023-01-01	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	2015.0	2023	8.0	Midfield
	260	202371	T. Meunier	26	Belgium	82	83	Paris Saint-Germain	21	87.0	2162	Right	2.0	4.0	3.0	High/ High	Normal	Yes	RM	2016-07-03	2020-01-01	75	198	80	80	80	80	80	80	80	80	79	79	79	81	80	80	80	81	83	81	81	81	83	82	80	80	80	82	83.0	76.0	75.0	82.0	79.0	75.0	74.0	56.0	74.0	82.0	74.0	81.0	63.0	80.0	49.0	77.0	72.0	92.0	85.0	78.0	73.0	76.0	80.0	71.0	65.0	78.0	77.0	82.0	80.0	8.0	13.0	15.0	6.0	9.0	40.4	2016.0	2020	4.0	Midfield
	19	192119	T. Courtois	26	Belgium	89	90	Real Madrid	53.5	240.0	1311	Left	4.0	2.0	1.0	Medium/ Medium	Courtois	Yes	GK	2018-08-09	2024-01-01	78	212	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	14.0	13.0	33.0	12.0	13.0	19.0	20.0	35.0	23.0	46.0	52.0	61.0	84.0	45.0	36.0	68.0	38.0	70.0	17.0	23.0	15.0	13.0	44.0	27.0	66.0	20.0	18.0	16.0	85.0	91.0	72.0	86.0	88.0	113.7	2018.0	2024	6.0	Goalkeeper
	47	192505	R. Lukaku	25	Belgium	87	89	Manchester United	62.5	230.0	2031	Left	3.0	3.0	3.0	Medium/ Medium	Stocky	Yes	ST	2017-07-10	2022-01-01	75	207	87	87	87	82	84	84	84	82	81	81	81	82	75	75	75	82	63	61	61	61	63	60	57	57	57	60	78.0	87.0	86.0	77.0	79.0	80.0	74.0	66.0	73.0	72.0	77.0	90.0	60.0	86.0	46.0	88.0	71.0	84.0	94.0	74.0	75.0	27.0	89.0	76.0	78.0	83.0	30.0	30.0	30.0	8.0	15.0	14.0	7.0	10.0	120.3	2017.0	2022	5.0	Attacking
	1063	213135	D. Origi	23	Belgium	77	82	Liverpool	12	83.0	1829	Right	2.0	3.0	4.0	High/ Medium	Normal	Yes	ST	2014-07-29	2019-01-01	73	165	77	77	77	76	77	77	77	76	75	75	75	75	68	68	68	75	55	53	53	53	55	51	47	47	47	51	69.0	75.0	73.0	74.0	69.0	76.0	54.0	40.0	59.0	74.0	76.0	79.0	72.0	76.0	64.0	79.0	73.0	65.0	76.0	69.0	69.0	28.0	78.0	69.0	65.0	72.0	16.0	24.0	18.0	15.0	13.0	16.0	11.0	15.0	23.7	2014.0	2019	5.0	Attacking
	1097	207537	J. Lukaku	23	Belgium	77	81	Lazio	11.5	39.0	2042	Left	2.0	4.0	4.0	High/ Medium	Stocky	No	LM	2016-07-22	2019-01-01	70	190	72	72	72	76	74	74	74	76	75	75	75	77	74	74	74	77	79	75	75	75	79	78	75	75	75	78	79.0	54.0	62.0	74.0	57.0	80.0	53.0	46.0	66.0	80.0	89.0	93.0	78.0	78.0	79.0	76.0	74.0	76.0	84.0	66.0	74.0	77.0	61.0	68.0	53.0	76.0	66.0	74.0	72.0	8.0	7.0	14.0	15.0	9.0	20.4	2016.0	2019	3.0	Midfield
7	98	180930	E. Džeko	32	Bosnia Herzegovina	85	85	Roma	30.5	115.0	1931	Right	3.0	5.0	2.0	Medium/ Medium	Lean	Yes	ST	2015-07-01	2020-01-01	76	185	85	85	85	80	83	83	83	80	81	81	81	79	77	77	77	79	62	64	64	64	62	59	58	58	58	59	63.0	89.0	84.0	77.0	77.0	76.0	65.0	54.0	72.0	84.0	65.0	66.0	57.0	83.0	36.0	86.0	66.0	76.0	80.0	79.0	51.0	50.0	89.0	74.0	67.0	83.0	58.0	28.0	16.0	9.0	11.0	13.0	15.0	15.0	51.9	2015.0	2020	5.0	Attacking
	72	180206	M. Pjanić	28	Bosnia Herzegovina	86	86	Juventus	44	180.0	2182	Right	3.0	4.0	3.0	Medium/ Medium	Normal	Yes	CDM	2016-07-01	2023-01-01	70	159	75	75	75	82	81	81	81	82	84	84	84	83	86	86	86	83	81	83	83	83	81	79	76	76	76	79	80.0	60.0	60.0	89.0	72.0	86.0	86.0	92.0	85.0	89.0	66.0	66.0	77.0	84.0	79.0	78.0	61.0	78.0	66.0	82.0	70.0	78.0	70.0	88.0	79.0	86.0	75.0	74.0	70.0	7.0	7.0	13.0	7.0	8.0	72.6	2016.0	2023	7.0	Midfield
	606	207993	S. Kolašinac	25	Bosnia Herzegovina	79	82	Arsenal	13	89.0	1937	Left	2.0	2.0	3.0	Medium/ High	Stocky	Yes	LB	2017-07-01	2022-01-01	72	187	72	72	72	71	72	72	72	71	70	70	70	72	71	71	71	72	78	76	76	76	78	78	80	80	80	78	77.0	59.0	74.0	76.0	48.0	73.0	43.0	25.0	53.0	74.0	68.0	75.0	49.0	77.0	55.0	82.0	76.0	79.0	90.0	58.0	93.0	73.0	66.0	60.0	44.0	72.0	73.0	81.0	80.0	15.0	9.0	16.0	7.0	9.0	25.7	2017.0	2022	5.0	Defending
8	314	146530	Dani Alves	35	Brazil	82	82	Paris Saint-Germain	4.8	62.0	2197	Right	4.0	3.0	4.0	High/ Low	Normal	Yes	RB	2017-07-12	2019-01-01	68	150	77	77	77	82	81	81	81	82	82	82	82	82	82	82	82	82	82	81	81	81	82	82	78	78	78	82	85.0	61.0	72.0	81.0	68.0	84.0	80.0	74.0	79.0	86.0	77.0	79.0	84.0	77.0	87.0	86.0	80.0	74.0	55.0	78.0	78.0	79.0	74.0	78.0	70.0	80.0	72.0	79.0	82.0	5.0	11.0	9.0	6.0	7.0	8.9	2017.0	2019	2.0	Defending
	39	164240	Thiago Silva	33	Brazil	88	88	Paris Saint-Germain	24	165.0	2077	Right	4.0	3.0	2.0	Medium/ High	Normal	Yes	RCB	2012-07-01	2020-01-01	72	181	69	69	69	69	70	70	70	69	73	73	73	72	78	78	78	72	81	85	85	85	81	83	87	87	87	83	60.0	38.0	81.0	80.0	63.0	62.0	61.0	64.0	80.0	80.0	70.0	72.0	68.0	82.0	68.0	71.0	90.0	74.0	82.0	68.0	76.0	89.0	59.0	72.0	60.0	81.0	88.0	89.0	85.0	9.0	12.0	5.0	9.0	10.0	44.4	2012.0	2020	8.0	Defending
	75	135507	Fernandinho	33	Brazil	86	86	Manchester City	18	185.0	2183	Right	3.0	4.0	3.0	Medium/ High	Lean	Yes	CDM	2013-07-01	2020-01-01	70	148	77	77	77	78	79	79	79	78	80	80	80	79	83	83	83	79	82	86	86	86	82	82	84	84	84	82	68.0	69.0	63.0	85.0	74.0	77.0	70.0	72.0	81.0	82.0	68.0	67.0	72.0	86.0	78.0	83.0	76.0	79.0	76.0	78.0	87.0	88.0	70.0	75.0	61.0	79.0	85.0	85.0	80.0	12.0	11.0	5.0	13.0	7.0	33.3	2013.0	2020	7.0	Midfield
	104	168609	Miranda	33	Brazil	85	85	Inter	15.5	96.0	1879	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	CB	2017-07-01	2020-01-01	73	172	65	65	65	64	65	65	65	64	65	65	65	66	70	70	70	66	77	81	81	81	77	79	86	86	86	79	48.0	43.0	80.0	70.0	51.0	67.0	32.0	39.0	69.0	73.0	66.0	69.0	61.0	81.0	57.0	70.0	82.0	65.0	79.0	41.0	83.0	85.0	43.0	58.0	49.0	81.0	90.0	90.0	85.0	12.0	6.0	10.0	13.0	12.0	26.4	2017.0	2020	3.0	Defending
	1435	168607	Rafinha	32	Brazil	76	76	FC Bayern München	4.3	53.0	1941	Right	2.0	3.0	3.0	Medium/ Medium	Normal	No	RB	2011-07-01	2019-01-01	68	150	61	61	61	71	68	68	68	71	70	70	70	72	72	72	72	72	78	76	76	76	78	76	72	72	72	76	78.0	37.0	43.0	78.0	50.0	76.0	77.0	58.0	64.0	78.0	76.0	68.0	79.0	77.0	79.0	58.0	53.0	71.0	53.0	44.0	84.0	76.0	61.0	63.0	63.0	77.0	73.0	77.0	82.0	15.0	7.0	16.0	12.0	15.0	7	2011.0	2019	8.0	Defending
	106	164169	Filipe Luís	32	Brazil	85	85	Atlético Madrid	21.5	81.0	2145	Left	3.0	3.0	3.0	High/ Medium	Lean	Yes	LB	2015-07-28	2019-01-01	72	163	75	75	75	78	77	77	77	78	78	78	78	80	81	81	81	80	86	84	84	84	86	85	83	83	83	85	86.0	59.0	72.0	80.0	56.0	77.0	74.0	75.0	77.0	83.0	76.0	75.0	75.0	85.0	62.0	71.0	71.0	89.0	74.0	60.0	81.0	84.0	71.0	70.0	65.0	88.0	78.0	84.0	86.0	11.0	15.0	9.0	9.0	5.0	44.1	2015.0	2019	4.0	Defending
	217	176266	Lucas Leiva	31	Brazil	83	83	Lazio	17.5	64.0	2095	Right	3.0	3.0	3.0	Medium/ High	Normal	Yes	LDM	2017-07-18	2020-01-01	70	172	74	74	74	75	76	76	76	75	78	78	78	77	81	81	81	77	80	84	84	84	80	80	82	82	82	80	63.0	62.0	72.0	82.0	59.0	77.0	74.0	47.0	81.0	78.0	67.0	67.0	78.0	82.0	80.0	77.0	82.0	80.0	67.0	66.0	80.0	87.0	66.0	81.0	61.0	86.0	82.0	82.0	78.0	10.0	8.0	8.0	5.0	6.0	29.8	2017.0	2020	3.0	Midfield
	209	179944	David Luiz	31	Brazil	83	83	Chelsea	17.5	130.0	2074	Right	4.0	3.0	3.0	Medium/ Medium	Normal	Yes	LCB	2016-08-31	2019-01-01	74	190	71	71	71	70	70	70	70	70	72	72	72	71	76	76	76	71	77	81	81	81	77	78	83	83	83	78	68.0	55.0	81.0	77.0	63.0	66.0	70.0	76.0	77.0	79.0	59.0	62.0	69.0	75.0	56.0	79.0	78.0	66.0	79.0	73.0	85.0	85.0	54.0	69.0	75.0	77.0	79.0	83.0	82.0	11.0	12.0	10.0	7.0	14.0	32.4	2016.0	2019	3.0	Defending
	35	176676	Marcelo	30	Brazil	88	88	Real Madrid	43	285.0	2279	Left	4.0	4.0	5.0	High/ Low	Normal	Yes	LB	2007-01-01	2022-01-01	69	176	83	83	83	87	86	86	86	87	87	87	87	88	87	87	87	88	88	86	86	86	88	87	84	84	84	87	90.0	70.0	75.0	84.0	54.0	90.0	85.0	67.0	76.0	92.0	83.0	82.0	86.0	88.0	86.0	83.0	76.0	91.0	78.0	70.0	84.0	85.0	85.0	82.0	59.0	86.0	71.0	85.0	86.0	12.0	5.0	5.0	5.0	9.0	88.2	2007.0	2022	15.0	Defending
	140	180403	Willian	29	Brazil	84	84	Chelsea	30.5	175.0	2052	Right	3.0	4.0	4.0	High/ High	Lean	Yes	RW	2013-08-28	2020-01-01	69	172	77	77	77	85	84	84	84	85	85	85	85	85	82	82	82	85	74	70	70	70	74	69	57	57	57	69	76.0	77.0	31.0	80.0	59.0	88.0	82.0	83.0	77.0	84.0	91.0	86.0	89.0	82.0	79.0	79.0	41.0	85.0	60.0	81.0	44.0	55.0	80.0	83.0	70.0	79.0	43.0	57.0	51.0	14.0	12.0	13.0	7.0	13.0	56.4	2013.0	2020	7.0	Attacking
	190	199914	Allan	27	Brazil	83	83	Napoli	26.5	87.0	2157	Right	2.0	3.0	4.0	Medium/ High	Normal	No	RCM	2015-07-22	2023-01-01	69	163	76	76	76	80	80	80	80	80	81	81	81	81	83	83	83	81	84	85	85	85	84	84	82	82	82	84	70.0	72.0	59.0	85.0	56.0	82.0	65.0	49.0	77.0	80.0	81.0	74.0	82.0	86.0	80.0	70.0	70.0	95.0	77.0	66.0	87.0	86.0	79.0	79.0	53.0	79.0	85.0	85.0	83.0	13.0	13.0	5.0	5.0	8.0	45.1	2015.0	2023	8.0	Midfield
	947	200752	Juan Jesus	27	Brazil	77	77	Roma	7.5	51.0	1742	Left	2.0	2.0	2.0	Low/ High	Normal	Yes	CB	2012-01-30	2020-01-01	73	183	54	54	54	56	53	53	53	56	53	53	53	59	57	57	57	59	72	70	70	70	72	74	78	78	78	74	66.0	20.0	74.0	58.0	17.0	60.0	48.0	36.0	56.0	55.0	76.0	78.0	68.0	72.0	58.0	62.0	88.0	75.0	82.0	35.0	88.0	77.0	38.0	34.0	37.0	72.0	77.0	79.0	76.0	12.0	11.0	7.0	8.0	14.0	12.8	2012.0	2020	8.0	Defending
	64	191043	Alex Sandro	27	Brazil	86	86	Juventus	36.5	160.0	2198	Left	3.0	3.0	3.0	High/ High	Normal	Yes	LB	2015-08-21	2020-01-01	71	176	77	77	77	80	78	78	78	80	79	79	79	81	80	80	80	81	86	84	84	84	86	86	84	84	84	86	84.0	55.0	76.0	81.0	68.0	80.0	78.0	59.0	71.0	81.0	83.0	86.0	79.0	84.0	78.0	80.0	79.0	92.0	79.0	72.0	82.0	82.0	70.0	70.0	60.0	82.0	81.0	84.0	84.0	7.0	7.0	9.0	12.0	5.0	60.2	2015.0	2020	5.0	Defending
	65	190483	Douglas Costa	27	Brazil	86	86	Juventus	46.5	175.0	2111	Left	3.0	3.0	5.0	High/ Medium	Normal	Yes	LM	2018-07-01	2022-01-01	68	154	80	80	80	88	86	86	86	88	87	87	87	87	81	81	81	87	72	66	66	66	72	67	56	56	56	67	84.0	67.0	50.0	84.0	76.0	92.0	84.0	78.0	68.0	91.0	97.0	93.0	93.0	84.0	91.0	86.0	61.0	78.0	63.0	80.0	55.0	48.0	76.0	84.0	77.0	84.0	45.0	38.0	34.0	13.0	15.0	9.0	12.0	5.0	76.7	2018.0	2022	4.0	Midfield
	27	200145	Casemiro	26	Brazil	88	90	Real Madrid	59.5	285.0	2170	Right	3.0	3.0	2.0	Medium/ High	Normal	Yes	CDM	2013-07-11	2021-01-01	73	185	75	75	75	72	76	76	76	72	77	77	77	74	83	83	83	74	81	88	88	88	81	82	88	88	88	82	52.0	59.0	76.0	85.0	53.0	69.0	59.0	74.0	82.0	78.0	59.0	65.0	62.0	84.0	66.0	86.0	88.0	87.0	89.0	79.0	87.0	87.0	69.0	77.0	66.0	84.0	88.0	90.0	87.0	13.0	14.0	16.0	12.0	12.0	126.4	2013.0	2021	8.0	Midfield
	645	199304	Danilo	26	Brazil	79	80	Manchester City	12	110.0	2128	Right	2.0	4.0	3.0	High/ Medium	Lean	Yes	RB	2017-07-23	2022-01-01	72	172	75	75	75	75	75	75	75	75	74	74	74	75	76	76	76	75	79	78	78	78	79	79	78	78	78	79	74.0	61.0	69.0	77.0	72.0	73.0	76.0	76.0	69.0	79.0	73.0	76.0	70.0	79.0	65.0	85.0	74.0	82.0	76.0	74.0	75.0	81.0	75.0	64.0	67.0	69.0	78.0	77.0	78.0	14.0	5.0	15.0	14.0	5.0	23.1	2017.0	2022	5.0	Defending
	2	190871	Neymar Jr	26	Brazil	92	93	Paris Saint-Germain	118.5	290.0	2143	Right	5.0	5.0	5.0	High/ Medium	Neymar	Yes	LW	2017-08-03	2022-01-01	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	2017.0	2022	5.0	Attacking
	32	189242	Coutinho	26	Brazil	88	89	FC Barcelona	69.5	340.0	2175	Right	3.0	4.0	5.0	High/ High	Normal	Yes	LW	2018-01-06	2023-01-01	68	150	82	82	82	89	88	88	88	89	90	90	90	88	86	86	86	88	74	73	73	73	74	70	61	61	61	70	79.0	79.0	48.0	88.0	75.0	91.0	91.0	86.0	83.0	92.0	89.0	75.0	92.0	83.0	93.0	83.0	59.0	79.0	61.0	93.0	59.0	49.0	84.0	90.0	70.0	85.0	55.0	54.0	47.0	12.0	7.0	9.0	14.0	6.0	147.7	2018.0	2023	5.0	Attacking
	61	201942	Roberto Firmino	26	Brazil	86	87	Liverpool	53	195.0	2187	Right	3.0	4.0	4.0	High/ High	Lean	Yes	CAM	2015-07-06	2023-01-01	71	168	86	86	86	86	87	87	87	86	87	87	87	86	85	85	85	86	75	76	76	76	75	72	70	70	70	72	72.0	87.0	77.0	86.0	81.0	87.0	80.0	65.0	75.0	88.0	78.0	77.0	80.0	86.0	81.0	81.0	81.0	90.0	74.0	76.0	73.0	58.0	87.0	85.0	72.0	87.0	60.0	64.0	42.0	8.0	11.0	9.0	6.0	10.0	104.7	2015.0	2023	8.0	Midfield
	186	200949	Lucas Moura	25	Brazil	83	84	Tottenham Hotspur	31	115.0	2075	Right	3.0	3.0	4.0	High/ Medium	Normal	Yes	RM	2018-01-31	2023-01-01	69	154	79	79	79	84	83	83	83	84	83	83	83	83	77	77	77	83	69	65	65	65	69	66	57	57	57	66	75.0	78.0	50.0	77.0	70.0	88.0	69.0	74.0	74.0	81.0	94.0	90.0	94.0	76.0	90.0	79.0	77.0	75.0	59.0	76.0	72.0	50.0	80.0	74.0	74.0	80.0	31.0	43.0	51.0	9.0	10.0	14.0	7.0	14.0	59.7	2018.0	2023	5.0	Midfield
	250	209297	Fred	25	Brazil	82	84	Manchester United	26.5	140.0	2180	Left	1.0	4.0	4.0	High/ High	Lean	No	CM	2018-06-21	2023-01-01	67	141	76	76	76	79	79	79	79	79	81	81	81	80	82	82	82	80	80	81	81	81	80	79	75	75	75	79	67.0	74.0	55.0	85.0	70.0	79.0	70.0	72.0	80.0	86.0	77.0	79.0	84.0	82.0	87.0	76.0	83.0	87.0	61.0	76.0	73.0	80.0	69.0	76.0	65.0	82.0	76.0	78.0	69.0	7.0	16.0	15.0	11.0	15.0	51	2018.0	2023	5.0	Midfield
	263	201400	Rafinha	25	Brazil	82	87	FC Barcelona	29.5	165.0	2091	Left	2.0	4.0	4.0	High/ High	Normal	Yes	CAM	2013-07-01	2020-01-01	69	157	77	77	77	81	81	81	81	81	83	83	83	80	81	81	81	80	75	75	75	75	75	73	70	70	70	73	72.0	73.0	55.0	86.0	76.0	87.0	75.0	61.0	76.0	84.0	71.0	70.0	80.0	79.0	80.0	79.0	73.0	67.0	66.0	82.0	44.0	70.0	77.0	81.0	67.0	80.0	68.0	74.0	66.0	11.0	6.0	15.0	13.0	7.0	62.7	2013.0	2020	7.0	Midfield
	81	212831	Alisson	25	Brazil	85	90	Liverpool	36.5	115.0	1320	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-19	2024-01-01	75	201	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	19.0	45.0	20.0	27.0	19.0	18.0	44.0	30.0	54.0	45.0	40.0	84.0	37.0	21.0	52.0	32.0	78.0	14.0	27.0	11.0	13.0	66.0	23.0	65.0	15.0	19.0	16.0	83.0	81.0	85.0	84.0	88.0	72.1	2018.0	2024	6.0	Goalkeeper
	119	207865	Marquinhos	24	Brazil	84	89	Paris Saint-Germain	35.5	90.0	1879	Right	3.0	3.0	2.0	Medium/ Medium	Lean	Yes	LDM	2013-07-19	2022-01-01	72	165	62	62	62	66	64	64	64	66	66	66	66	70	72	72	72	70	82	83	83	83	82	83	85	85	85	83	72.0	33.0	80.0	81.0	31.0	59.0	49.0	32.0	78.0	76.0	73.0	76.0	69.0	81.0	68.0	53.0	86.0	75.0	74.0	35.0	80.0	84.0	46.0	51.0	31.0	79.0	85.0	87.0	87.0	6.0	6.0	12.0	10.0	13.0	68.3	2013.0	2022	9.0	Midfield
	118	209499	Fabinho	24	Brazil	84	88	Liverpool	34	120.0	2164	Right	3.0	2.0	3.0	Medium/ Medium	Lean	No	CDM	2018-07-01	2023-01-01	74	172	76	76	76	78	78	78	78	78	79	79	79	80	82	82	82	80	85	86	86	86	85	85	85	85	85	85	79.0	66.0	75.0	83.0	47.0	76.0	71.0	53.0	78.0	82.0	69.0	72.0	69.0	83.0	67.0	78.0	75.0	92.0	79.0	65.0	85.0	84.0	70.0	75.0	91.0	84.0	83.0	86.0	84.0	13.0	12.0	6.0	8.0	8.0	67.2	2018.0	2023	5.0	Midfield
	3311	203038	Lucas Piazon	24	Brazil	72	77	Chelsea	4.2	55.0	1807	Right	1.0	4.0	3.0	Medium/ Medium	Lean	No	RW	2012-01-20	2020-01-01	72	161	71	71	71	74	74	74	74	74	74	74	74	73	70	70	70	73	59	56	56	56	59	56	46	46	46	56	71.0	73.0	53.0	75.0	74.0	72.0	75.0	73.0	68.0	77.0	70.0	69.0	72.0	70.0	69.0	70.0	39.0	66.0	55.0	70.0	44.0	31.0	71.0	72.0	73.0	79.0	27.0	32.0	47.0	10.0	7.0	8.0	10.0	14.0	8	2012.0	2020	8.0	Attacking
	1238	229148	Dalbert	24	Brazil	76	80	Inter	8.5	41.0	1971	Left	1.0	3.0	3.0	High/ Medium	Lean	No	LB	2017-08-09	2023-01-01	71	154	70	70	70	75	73	73	73	75	73	73	73	76	72	72	72	76	77	73	73	73	77	76	72	72	72	76	76.0	52.0	60.0	72.0	52.0	78.0	68.0	47.0	68.0	75.0	91.0	91.0	83.0	68.0	67.0	72.0	59.0	80.0	67.0	60.0	74.0	68.0	72.0	66.0	42.0	69.0	72.0	74.0	74.0	7.0	11.0	7.0	9.0	9.0	15.1	2017.0	2023	6.0	Defending
	57	210257	Ederson	24	Brazil	86	90	Manchester City	41.5	125.0	1463	Left	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2017-07-01	2025-01-01	74	190	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	20.0	14.0	14.0	56.0	18.0	23.0	15.0	20.0	58.0	37.0	64.0	63.0	60.0	86.0	48.0	42.0	58.0	41.0	68.0	18.0	35.0	25.0	20.0	67.0	17.0	70.0	28.0	15.0	8.0	85.0	80.0	91.0	82.0	87.0	79.9	2017.0	2025	8.0	Goalkeeper
	1033	216437	Wallace	23	Brazil	77	82	Lazio	10	35.0	1555	Right	2.0	2.0	2.0	Medium/ Medium	Lean	No	RCB	2016-07-28	2021-01-01	75	187	49	49	49	47	47	47	47	47	47	47	47	49	52	52	52	49	65	68	68	68	65	69	78	78	78	69	34.0	21.0	77.0	57.0	36.0	45.0	33.0	29.0	50.0	52.0	66.0	69.0	46.0	74.0	40.0	40.0	71.0	54.0	81.0	26.0	79.0	81.0	25.0	31.0	45.0	68.0	78.0	79.0	78.0	15.0	11.0	11.0	10.0	11.0	17.8	2016.0	2021	5.0	Defending
	807	208450	Andreas Pereira	22	Brazil	78	84	Manchester United	14	91.0	2100	Right	1.0	4.0	4.0	Medium/ Medium	Lean	Yes	CM	2013-01-01	2019-01-01	70	157	75	75	75	79	78	78	78	79	79	79	79	79	78	78	78	79	75	74	74	74	75	73	69	69	69	73	78.0	74.0	56.0	80.0	72.0	81.0	80.0	80.0	77.0	81.0	78.0	74.0	78.0	74.0	78.0	73.0	62.0	75.0	68.0	77.0	69.0	68.0	71.0	78.0	70.0	74.0	67.0	65.0	63.0	15.0	14.0	7.0	10.0	7.0	28.7	2013.0	2019	6.0	Midfield
	156	230666	Gabriel Jesus	21	Brazil	83	92	Manchester City	41	130.0	2051	Right	2.0	3.0	4.0	High/ High	Normal	Yes	ST	2016-08-03	2023-01-01	69	161	83	83	83	84	85	85	85	84	83	83	83	83	75	75	75	83	63	61	61	61	63	59	54	54	54	59	66.0	84.0	74.0	76.0	72.0	86.0	76.0	54.0	66.0	85.0	87.0	85.0	92.0	86.0	91.0	78.0	77.0	84.0	68.0	73.0	73.0	32.0	88.0	77.0	78.0	82.0	53.0	23.0	19.0	13.0	8.0	6.0	6.0	15.0	84.1	2016.0	2023	7.0	Attacking
	236	222737	Malcom	21	Brazil	82	89	FC Barcelona	31.5	140.0	1984	Left	2.0	4.0	4.0	Medium/ Medium	Normal	No	RW	2018-07-24	2023-01-01	68	163	79	79	79	84	83	83	83	84	84	84	84	83	77	77	77	83	60	57	57	57	60	55	45	45	45	55	79.0	75.0	57.0	82.0	71.0	85.0	77.0	81.0	73.0	85.0	87.0	82.0	92.0	80.0	84.0	85.0	58.0	74.0	64.0	85.0	53.0	26.0	79.0	83.0	68.0	78.0	21.0	28.0	17.0	8.0	14.0	15.0	7.0	9.0	70.9	2018.0	2023	5.0	Attacking
	2198	236355	Luiz Felipe	21	Brazil	74	83	Lazio	7.5	24.0	1593	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CB	2016-08-31	2020-01-01	74	176	51	51	51	54	54	54	54	54	56	56	56	57	60	60	60	57	68	70	70	70	68	70	74	74	74	70	37.0	22.0	65.0	64.0	32.0	62.0	31.0	35.0	58.0	66.0	72.0	69.0	43.0	75.0	46.0	44.0	68.0	55.0	68.0	26.0	68.0	76.0	28.0	52.0	44.0	58.0	78.0	78.0	77.0	14.0	8.0	13.0	10.0	9.0	14.3	2016.0	2020	4.0	Defending
	228	230658	Arthur	21	Brazil	82	90	FC Barcelona	32.5	125.0	2120	Right	1.0	3.0	4.0	Medium/ Medium	Normal	No	LCM	2018-07-09	2024-01-01	67	161	75	75	75	79	80	80	80	79	81	81	81	80	82	82	82	80	77	78	78	78	77	75	73	73	73	75	70.0	72.0	58.0	85.0	63.0	82.0	68.0	60.0	80.0	83.0	68.0	70.0	79.0	81.0	86.0	76.0	83.0	78.0	62.0	74.0	73.0	75.0	77.0	82.0	69.0	84.0	65.0	76.0	70.0	6.0	13.0	13.0	11.0	12.0	73.1	2018.0	2024	6.0	Midfield
	9400	244363	Daniel Fuzato	20	Brazil	66	76	Roma	800	7.0	940	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-10	2022-01-01	75	194	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	17.0	21.0	26.0	8.0	15.0	9.0	9.0	28.0	12.0	31.0	20.0	32.0	64.0	20.0	21.0	37.0	22.0	55.0	13.0	17.0	12.0	9.0	52.0	21.0	48.0	8.0	12.0	11.0	63.0	65.0	60.0	70.0	65.0	1.5	2018.0	2022	4.0	Goalkeeper
	14243	243308	Álex Dos Santos	19	Brazil	61	75	Atlético Madrid	450	2.0	908	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-02	2019-01-01	73	172	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	12.0	13.0	16.0	10.0	11.0	11.0	12.0	18.0	10.0	22.0	21.0	23.0	51.0	48.0	13.0	58.0	45.0	52.0	10.0	22.0	11.0	11.0	33.0	15.0	32.0	12.0	12.0	13.0	64.0	62.0	65.0	59.0	60.0	1.2	2018.0	2019	1.0	Goalkeeper
	1143	238794	Vinícius Júnior	17	Brazil	77	92	Real Madrid	17.5	66.0	1849	Right	1.0	4.0	5.0	High/ Medium	Lean	No	LW	2018-07-12	2025-01-01	69	161	74	74	74	78	77	77	77	78	76	76	76	77	67	67	67	77	58	52	52	52	58	54	44	44	44	54	65.0	70.0	50.0	70.0	71.0	81.0	77.0	62.0	48.0	80.0	92.0	94.0	90.0	70.0	82.0	74.0	74.0	79.0	59.0	68.0	48.0	26.0	74.0	69.0	65.0	75.0	32.0	25.0	18.0	5.0	7.0	7.0	7.0	10.0	46.8	2018.0	2025	7.0	Attacking
9	912	183569	E. Choupo-Moting	29	Cameroon	77	77	Paris Saint-Germain	9	75.0	1890	Right	2.0	4.0	4.0	Medium/ Medium	Normal	No	ST	2018-08-31	2020-01-01	75	201	78	78	78	77	78	78	78	77	77	77	77	77	72	72	72	77	60	59	59	59	60	56	52	52	52	56	65.0	75.0	74.0	74.0	75.0	83.0	74.0	44.0	70.0	80.0	76.0	78.0	76.0	74.0	66.0	77.0	67.0	76.0	76.0	64.0	55.0	40.0	77.0	70.0	68.0	75.0	31.0	36.0	20.0	9.0	9.0	9.0	16.0	6.0	16.7	2018.0	2020	2.0	Attacking
	483	197061	J. Matip	26	Cameroon	80	82	Liverpool	15	99.0	1846	Right	2.0	2.0	2.0	Medium/ Medium	Lean	Yes	CB	2016-07-01	2020-01-01	76	198	63	63	63	63	64	64	64	63	67	67	67	66	73	73	73	66	75	79	79	79	75	76	81	81	81	76	54.0	36.0	82.0	77.0	50.0	65.0	63.0	22.0	74.0	69.0	55.0	69.0	55.0	80.0	47.0	66.0	66.0	73.0	77.0	48.0	75.0	83.0	51.0	72.0	42.0	75.0	80.0	84.0	78.0	11.0	15.0	10.0	7.0	10.0	29.6	2016.0	2020	4.0	Defending
	5390	222391	J. Minala	21	Cameroon	70	76	Lazio	2.4	17.0	1824	Right	1.0	3.0	3.0	High/ High	Stocky	No	CM	2013-08-01	2019-01-01	72	185	66	66	66	66	68	68	68	66	69	69	69	67	70	70	70	67	67	70	70	70	67	66	67	67	67	66	49.0	60.0	60.0	73.0	52.0	69.0	55.0	52.0	68.0	72.0	69.0	54.0	61.0	66.0	61.0	68.0	73.0	76.0	68.0	65.0	75.0	69.0	63.0	65.0	43.0	65.0	66.0	62.0	60.0	9.0	15.0	9.0	9.0	8.0	4.6	2013.0	2019	6.0	Midfield
10	871	174543	C. Bravo	35	Chile	78	78	Manchester City	2.4	50.0	1446	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2016-08-25	2020-01-01	72	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	13.0	18.0	56.0	11.0	22.0	25.0	38.0	54.0	41.0	58.0	54.0	63.0	73.0	62.0	22.0	81.0	41.0	69.0	17.0	40.0	23.0	16.0	69.0	23.0	64.0	15.0	18.0	19.0	78.0	77.0	85.0	75.0	78.0	4.5	2016.0	2020	4.0	Goalkeeper
	96	181872	A. Vidal	31	Chile	85	85	FC Barcelona	26	205.0	2230	Right	4.0	4.0	3.0	Medium/ Medium	Normal	Yes	CAM	2018-08-06	2021-01-01	71	165	81	81	81	79	81	81	81	79	81	81	81	79	84	84	84	79	82	86	86	86	82	83	86	86	86	83	76.0	75.0	82.0	83.0	78.0	76.0	76.0	68.0	79.0	82.0	60.0	55.0	74.0	84.0	75.0	86.0	85.0	83.0	79.0	85.0	93.0	84.0	80.0	80.0	81.0	81.0	82.0	87.0	86.0	4.0	2.0	4.0	2.0	4.0	53.3	2018.0	2021	3.0	Midfield
	93	184941	A. Sánchez	29	Chile	85	85	Manchester United	37.5	215.0	2172	Right	4.0	3.0	4.0	High/ High	Normal	Yes	RW	2018-01-22	2022-01-01	67	163	84	84	84	85	85	85	85	85	85	85	85	85	80	80	80	85	68	67	67	67	68	65	60	60	60	65	77.0	80.0	73.0	77.0	83.0	87.0	79.0	78.0	75.0	86.0	86.0	79.0	90.0	83.0	87.0	84.0	87.0	83.0	72.0	81.0	79.0	46.0	84.0	82.0	77.0	84.0	38.0	44.0	35.0	10.0	10.0	15.0	12.0	13.0	69.4	2018.0	2022	4.0	Attacking
11	129	193082	J. Cuadrado	30	Colombia	84	84	Juventus	29.5	150.0	2163	Right	3.0	3.0	5.0	High/ Medium	Lean	Yes	RAM	2015-02-02	2020-01-01	70	159	79	79	79	85	84	84	84	85	84	84	84	84	80	80	80	84	79	75	75	75	79	78	72	72	72	78	80.0	67.0	58.0	80.0	70.0	90.0	78.0	69.0	69.0	85.0	89.0	93.0	91.0	80.0	82.0	84.0	75.0	78.0	61.0	80.0	78.0	62.0	78.0	76.0	65.0	80.0	63.0	70.0	74.0	5.0	5.0	13.0	6.0	9.0	48.7	2015.0	2020	5.0	Midfield
	702	176550	D. Ospina	29	Colombia	79	79	Napoli	8.5	80.0	1172	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	NaT	2019-06-30	72	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	10.0	15.0	36.0	12.0	12.0	10.0	13.0	32.0	32.0	34.0	34.0	44.0	72.0	50.0	35.0	75.0	29.0	38.0	12.0	20.0	25.0	16.0	50.0	26.0	60.0	11.0	13.0	12.0	83.0	70.0	78.0	77.0	85.0	19.8	2017.0	2019	2.0	Goalkeeper
	28	198710	J. Rodríguez	26	Colombia	88	89	FC Bayern München	69.5	315.0	2171	Left	4.0	3.0	4.0	Medium/ Medium	Normal	Yes	LAM	NaT	2019-06-30	71	172	83	83	83	87	86	86	86	87	88	88	88	86	84	84	84	86	72	71	71	71	72	68	61	61	61	68	90.0	83.0	62.0	89.0	90.0	85.0	89.0	86.0	83.0	90.0	73.0	67.0	83.0	85.0	76.0	86.0	54.0	70.0	68.0	92.0	64.0	55.0	80.0	89.0	81.0	87.0	52.0	41.0	44.0	15.0	15.0	15.0	5.0	14.0	19.8	2017.0	2019	2.0	Midfield
	826	204259	S. Arias	26	Colombia	78	81	Atlético Madrid	10.5	46.0	2002	Right	2.0	3.0	3.0	High/ Medium	Normal	No	RB	2018-07-31	2023-01-01	70	159	68	68	68	73	71	71	71	73	72	72	72	76	74	74	74	76	79	77	77	77	79	79	76	76	76	79	74.0	51.0	67.0	74.0	43.0	74.0	31.0	54.0	73.0	76.0	84.0	86.0	78.0	76.0	77.0	56.0	82.0	90.0	69.0	50.0	79.0	75.0	70.0	64.0	56.0	76.0	74.0	76.0	77.0	14.0	7.0	14.0	15.0	16.0	22.3	2018.0	2023	5.0	Defending
	110	220793	D. Sánchez	22	Colombia	84	88	Tottenham Hotspur	34	105.0	1809	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	RCB	2017-08-26	2024-01-01	74	174	63	63	63	61	62	62	62	61	63	63	63	64	68	68	68	64	76	80	80	80	76	78	84	84	84	78	36.0	40.0	80.0	77.0	28.0	63.0	30.0	27.0	67.0	73.0	72.0	79.0	60.0	80.0	55.0	66.0	73.0	76.0	83.0	44.0	87.0	82.0	34.0	49.0	44.0	75.0	84.0	85.0	88.0	9.0	7.0	10.0	6.0	15.0	65.5	2017.0	2024	7.0	Defending
	13212	246061	A. Solano	20	Colombia	62	72	Atlético Madrid	425	5.0	1540	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	RB	2016-07-01	2020-01-01	69	154	51	51	51	57	54	54	54	57	55	55	55	58	56	56	56	58	63	60	60	60	63	62	60	60	60	62	61.0	28.0	52.0	57.0	26.0	60.0	41.0	34.0	52.0	62.0	67.0	66.0	64.0	62.0	73.0	49.0	62.0	63.0	52.0	35.0	56.0	60.0	47.0	46.0	40.0	55.0	57.0	61.0	61.0	8.0	6.0	13.0	9.0	10.0	956	2016.0	2020	4.0	Defending
12	46	193041	K. Navas	31	Costa Rica	87	87	Real Madrid	30.5	195.0	1345	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2014-08-03	2020-01-01	73	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	15.0	11.0	30.0	11.0	16.0	11.0	15.0	37.0	19.0	54.0	53.0	60.0	84.0	61.0	21.0	74.0	39.0	75.0	13.0	32.0	20.0	16.0	68.0	25.0	67.0	28.0	14.0	14.0	90.0	81.0	75.0	82.0	90.0	62.5	2014.0	2020	6.0	Goalkeeper
13	6	177003	L. Modrić	32	Croatia	91	91	Real Madrid	67	420.0	2280	Right	4.0	4.0	4.0	High/ High	Lean	Yes	RCM	2012-08-01	2020-01-01	68	146	80	80	80	88	87	87	87	88	90	90	90	89	91	91	91	89	85	84	84	84	85	82	74	74	74	82	86.0	72.0	55.0	93.0	76.0	90.0	85.0	78.0	88.0	93.0	80.0	72.0	93.0	90.0	94.0	79.0	68.0	89.0	58.0	82.0	62.0	83.0	79.0	92.0	82.0	84.0	60.0	76.0	73.0	13.0	9.0	7.0	14.0	9.0	137.4	2012.0	2020	8.0	Midfield
	139	181783	M. Mandžukić	32	Croatia	84	84	Juventus	25	160.0	2106	Right	3.0	3.0	3.0	High/ High	Lean	Yes	ST	2015-07-01	2020-01-01	75	187	84	84	84	79	81	81	81	79	79	79	79	79	78	78	78	79	74	75	75	75	74	74	75	75	75	74	72.0	84.0	90.0	75.0	86.0	76.0	64.0	49.0	67.0	77.0	67.0	73.0	67.0	86.0	53.0	80.0	85.0	83.0	85.0	60.0	88.0	66.0	90.0	74.0	76.0	80.0	59.0	64.0	64.0	10.0	8.0	5.0	8.0	15.0	41.3	2015.0	2020	5.0	Attacking
	53	168651	I. Rakitić	30	Croatia	87	87	FC Barcelona	46.5	260.0	2184	Right	4.0	3.0	3.0	High/ High	Normal	Yes	RCM	2014-07-01	2021-01-01	72	172	80	80	80	83	84	84	84	83	85	85	85	84	87	87	87	84	80	82	82	82	80	78	73	73	73	78	84.0	83.0	58.0	87.0	80.0	84.0	88.0	84.0	90.0	87.0	66.0	59.0	72.0	77.0	66.0	84.0	39.0	84.0	66.0	90.0	67.0	75.0	79.0	86.0	82.0	81.0	72.0	74.0	70.0	14.0	11.0	12.0	5.0	9.0	95.3	2014.0	2021	7.0	Midfield
	682	185431	N. Kalinić	30	Croatia	79	79	Atlético Madrid	12	60.0	1868	Right	3.0	4.0	3.0	High/ High	Lean	No	ST	2018-08-09	2021-01-01	74	176	80	80	80	76	78	78	78	76	75	75	75	75	69	69	69	75	60	59	59	59	60	58	57	57	57	58	60.0	83.0	78.0	72.0	75.0	73.0	64.0	54.0	48.0	78.0	67.0	73.0	69.0	78.0	58.0	76.0	68.0	71.0	77.0	60.0	68.0	42.0	87.0	66.0	70.0	78.0	46.0	32.0	28.0	9.0	11.0	9.0	11.0	7.0	24.6	2018.0	2021	3.0	Attacking
	2460	201139	I. Strinić	30	Croatia	74	74	Milan	4.1	56.0	1936	Left	2.0	4.0	3.0	Medium/ Medium	Lean	No	LB	2018-07-02	2021-01-01	73	172	66	66	66	69	67	67	67	69	68	68	68	70	70	70	70	70	75	74	74	74	75	74	74	74	74	74	76.0	48.0	60.0	70.0	50.0	70.0	62.0	55.0	66.0	74.0	68.0	68.0	69.0	70.0	71.0	68.0	69.0	73.0	75.0	60.0	72.0	76.0	66.0	58.0	61.0	68.0	76.0	76.0	74.0	10.0	8.0	14.0	13.0	10.0	6.9	2018.0	2021	3.0	Defending
	97	181458	I. Perišić	29	Croatia	85	85	Inter	37.5	110.0	2199	Right	3.0	5.0	4.0	Medium/ Medium	Lean	Yes	LM	2015-09-01	2022-01-01	73	176	85	85	85	85	85	85	85	85	84	84	84	86	82	82	82	86	78	75	75	75	78	75	71	71	71	75	83.0	79.0	80.0	81.0	81.0	84.0	73.0	75.0	77.0	85.0	84.0	88.0	78.0	81.0	74.0	84.0	84.0	89.0	78.0	79.0	65.0	69.0	85.0	79.0	76.0	80.0	64.0	52.0	54.0	6.0	7.0	10.0	9.0	6.0	63.8	2015.0	2022	7.0	Midfield
	472	201144	M. Badelj	29	Croatia	80	80	Lazio	11.5	53.0	2017	Right	2.0	4.0	3.0	Medium/ Medium	Lean	No	CDM	2018-08-01	2022-01-01	73	176	69	69	69	71	72	72	72	71	75	75	75	73	79	79	79	73	77	81	81	81	77	76	77	77	77	76	69.0	54.0	66.0	82.0	66.0	72.0	64.0	58.0	82.0	80.0	55.0	56.0	68.0	78.0	64.0	72.0	58.0	79.0	71.0	74.0	76.0	80.0	62.0	78.0	68.0	72.0	79.0	78.0	76.0	8.0	9.0	14.0	15.0	6.0	19.6	2018.0	2022	4.0	Midfield
	368	195086	D. Lovren	28	Croatia	81	82	Liverpool	16	115.0	1726	Right	2.0	4.0	2.0	Medium/ High	Normal	Yes	RCB	2014-07-27	2021-01-01	74	185	56	56	56	56	56	56	56	56	58	58	58	60	64	64	64	60	73	76	76	76	73	74	81	81	81	74	59.0	33.0	80.0	69.0	42.0	63.0	26.0	18.0	66.0	67.0	54.0	55.0	50.0	75.0	41.0	63.0	81.0	68.0	82.0	34.0	87.0	81.0	21.0	56.0	52.0	70.0	77.0	83.0	85.0	14.0	14.0	13.0	10.0	7.0	31.6	2014.0	2021	7.0	Defending
	354	203890	S. Vrsaljko	26	Croatia	81	84	Inter	18	57.0	2069	Right	2.0	3.0	3.0	High/ Medium	Lean	No	RB	NaT	2019-06-30	71	168	69	69	69	73	72	72	72	73	72	72	72	76	75	75	75	76	81	79	79	79	81	81	79	79	79	81	82.0	44.0	73.0	77.0	53.0	74.0	70.0	57.0	70.0	79.0	82.0	79.0	67.0	77.0	72.0	75.0	85.0	90.0	73.0	58.0	75.0	79.0	65.0	68.0	52.0	67.0	77.0	81.0	77.0	15.0	11.0	10.0	10.0	12.0	19.8	2017.0	2019	2.0	Defending
	333	216352	M. Brozović	25	Croatia	81	84	Inter	18.5	64.0	2149	Right	2.0	4.0	3.0	Medium/ Medium	Lean	Yes	LDM	2016-07-01	2022-01-01	71	150	75	75	75	78	78	78	78	78	80	80	80	79	82	82	82	79	79	81	81	81	79	78	76	76	76	78	72.0	69.0	62.0	83.0	65.0	81.0	79.0	74.0	83.0	83.0	69.0	70.0	74.0	77.0	74.0	80.0	68.0	84.0	66.0	81.0	79.0	81.0	69.0	80.0	69.0	78.0	75.0	77.0	75.0	8.0	8.0	15.0	11.0	8.0	32.8	2016.0	2022	6.0	Midfield
	176	207410	M. Kovačić	24	Croatia	83	89	Chelsea	35	165.0	2115	Right	3.0	4.0	4.0	High/ High	Normal	Yes	LCM	NaT	2019-06-30	69	172	74	74	74	82	81	81	81	82	84	84	84	83	85	85	85	83	79	81	81	81	79	77	72	72	72	77	73.0	62.0	42.0	87.0	76.0	88.0	78.0	68.0	82.0	89.0	84.0	74.0	81.0	70.0	85.0	79.0	63.0	82.0	65.0	75.0	77.0	78.0	69.0	88.0	59.0	72.0	69.0	75.0	63.0	9.0	5.0	6.0	7.0	7.0	19.8	2017.0	2019	2.0	Midfield
	1239	216349	A. Halilović	22	Croatia	76	83	Milan	11	61.0	1866	Left	1.0	3.0	4.0	High/ Low	Lean	No	RM	2018-07-07	2021-01-01	67	152	65	65	65	77	75	75	75	77	78	78	78	77	74	74	74	77	65	62	62	62	65	60	48	48	48	60	76.0	58.0	24.0	80.0	64.0	79.0	80.0	69.0	70.0	81.0	78.0	74.0	78.0	74.0	88.0	64.0	54.0	68.0	32.0	72.0	40.0	54.0	70.0	80.0	75.0	72.0	60.0	36.0	28.0	15.0	11.0	11.0	13.0	10.0	20.9	2018.0	2021	3.0	Midfield
	1616	236311	M. Rog	22	Croatia	75	81	Napoli	9	43.0	1953	Right	2.0	3.0	3.0	High/ Medium	Normal	No	CM	2017-07-18	2021-01-01	71	161	69	69	69	76	74	74	74	76	76	76	76	76	76	76	76	76	72	72	72	72	72	70	67	67	67	70	75.0	62.0	47.0	82.0	65.0	80.0	64.0	57.0	78.0	78.0	78.0	75.0	63.0	72.0	67.0	70.0	48.0	64.0	68.0	74.0	74.0	58.0	62.0	76.0	60.0	76.0	64.0	68.0	66.0	6.0	15.0	12.0	13.0	12.0	17.1	2017.0	2021	4.0	Midfield
	1522	229594	A. Ćorić	21	Croatia	76	88	Roma	14	38.0	1795	Right	1.0	4.0	4.0	Medium/ Low	Lean	No	CAM	2018-07-01	2023-01-01	69	130	68	68	68	76	74	74	74	76	76	76	76	76	71	71	71	76	59	56	56	56	59	54	43	43	43	54	73.0	64.0	34.0	74.0	56.0	80.0	67.0	71.0	66.0	81.0	78.0	66.0	82.0	71.0	84.0	68.0	55.0	73.0	49.0	71.0	41.0	27.0	70.0	77.0	58.0	78.0	44.0	31.0	24.0	15.0	10.0	14.0	14.0	7.0	26.6	2018.0	2023	5.0	Midfield
14	13778	233426	A. Georgiou	21	Cyprus	62	75	Tottenham Hotspur	575	9.0	1599	Left	1.0	2.0	3.0	Medium/ Medium	Lean	Yes	LM	2015-07-01	2020-01-01	70	161	55	55	55	62	59	59	59	62	60	60	60	63	59	59	59	63	62	57	57	57	62	60	55	55	55	60	69.0	46.0	44.0	58.0	44.0	66.0	56.0	50.0	51.0	64.0	69.0	72.0	66.0	55.0	68.0	45.0	45.0	61.0	52.0	42.0	44.0	56.0	54.0	61.0	45.0	54.0	49.0	60.0	53.0	10.0	12.0	8.0	14.0	10.0	1.4	2015.0	2020	5.0	Midfield
15	317	48940	P. Čech	36	Czech Republic	82	82	Arsenal	3	60.0	1166	Left	4.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2015-06-29	2019-01-01	77	198	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	19.0	12.0	19.0	35.0	17.0	12.0	13.0	19.0	33.0	22.0	35.0	38.0	46.0	77.0	34.0	21.0	50.0	32.0	63.0	11.0	17.0	23.0	13.0	53.0	23.0	63.0	12.0	13.0	12.0	78.0	82.0	70.0	83.0	79.0	5.7	2015.0	2019	4.0	Goalkeeper
	3079	219591	S. Simič	23	Czech Republic	73	81	Milan	5	44.0	1457	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CB	2013-08-28	2020-01-01	74	174	47	47	47	47	47	47	47	47	48	48	48	50	54	54	54	50	64	68	68	68	64	66	74	74	74	66	43.0	20.0	68.0	58.0	12.0	54.0	29.0	27.0	58.0	58.0	43.0	56.0	51.0	68.0	51.0	57.0	71.0	59.0	79.0	21.0	76.0	72.0	20.0	38.0	21.0	66.0	80.0	74.0	72.0	5.0	3.0	5.0	5.0	3.0	9.5	2013.0	2020	7.0	Defending
	1190	234236	P. Schick	22	Czech Republic	77	86	Roma	14	53.0	1868	Left	2.0	2.0	4.0	High/ Medium	Lean	No	ST	2018-07-14	2022-01-01	73	161	77	77	77	77	78	78	78	77	77	77	77	75	69	69	69	75	56	55	55	55	56	53	50	50	50	53	64.0	77.0	74.0	74.0	67.0	82.0	78.0	56.0	59.0	80.0	74.0	73.0	83.0	74.0	67.0	72.0	69.0	62.0	70.0	73.0	59.0	22.0	78.0	73.0	58.0	77.0	50.0	24.0	19.0	11.0	15.0	8.0	9.0	14.0	26.6	2018.0	2022	4.0	Attacking
16	31	190460	C. Eriksen	26	Denmark	88	91	Tottenham Hotspur	73.5	205.0	2117	Right	3.0	5.0	4.0	High/ Medium	Lean	Yes	CAM	2013-08-30	2020-01-01	71	168	82	82	82	87	87	87	87	87	89	89	89	88	88	88	88	88	74	74	74	74	74	69	60	60	60	69	88.0	80.0	52.0	91.0	77.0	84.0	86.0	87.0	88.0	91.0	75.0	73.0	79.0	88.0	81.0	84.0	50.0	92.0	58.0	89.0	46.0	56.0	83.0	91.0	67.0	88.0	59.0	57.0	22.0	9.0	14.0	7.0	7.0	6.0	141.5	2013.0	2020	7.0	Midfield
	278	193283	T. Delaney	26	Denmark	82	83	Borussia Dortmund	21.5	61.0	2211	Left	2.0	4.0	3.0	High/ High	Normal	No	LCM	2018-07-01	2022-01-01	72	174	78	78	78	76	78	78	78	76	78	78	78	78	80	80	80	78	81	82	82	82	81	82	83	83	83	82	67.0	72.0	83.0	79.0	66.0	73.0	71.0	68.0	77.0	77.0	76.0	78.0	73.0	81.0	74.0	78.0	91.0	90.0	79.0	74.0	84.0	85.0	75.0	77.0	60.0	81.0	80.0	82.0	81.0	8.0	12.0	11.0	14.0	15.0	38.2	2018.0	2022	4.0	Midfield
	1475	211385	R. Durmisi	24	Denmark	76	81	Lazio	8.5	33.0	2057	Left	1.0	3.0	3.0	High/ Medium	Stocky	Yes	LB	2018-07-01	2023-01-01	66	148	70	70	70	73	72	72	72	73	72	72	72	74	73	73	73	74	77	74	74	74	77	76	73	73	73	76	77.0	53.0	70.0	74.0	54.0	73.0	72.0	71.0	63.0	74.0	79.0	83.0	78.0	71.0	91.0	85.0	81.0	91.0	61.0	67.0	89.0	70.0	60.0	72.0	40.0	64.0	72.0	69.0	73.0	10.0	6.0	6.0	11.0	11.0	15.1	2018.0	2023	5.0	Defending
	336	213661	A. Christensen	22	Denmark	81	88	Chelsea	21.5	91.0	1717	Right	2.0	3.0	2.0	Low/ Medium	Lean	Yes	LCB	2013-04-10	2022-01-01	74	179	57	57	57	61	60	60	60	61	64	64	64	65	70	70	70	65	75	79	79	79	75	77	81	81	81	77	49.0	36.0	80.0	77.0	25.0	68.0	32.0	22.0	72.0	74.0	66.0	70.0	61.0	80.0	61.0	31.0	72.0	69.0	73.0	20.0	73.0	82.0	32.0	62.0	36.0	77.0	80.0	86.0	84.0	10.0	12.0	8.0	6.0	8.0	44.1	2013.0	2022	9.0	Defending
	2449	227503	J. Larsen	19	Denmark	74	85	Borussia Dortmund	9.5	18.0	1915	Right	1.0	4.0	3.0	Medium/ Medium	Normal	No	LM	2016-10-26	2021-01-01	72	165	75	75	75	76	76	76	76	76	74	74	74	75	70	70	70	75	68	65	65	65	68	66	63	63	63	66	69.0	74.0	61.0	74.0	63.0	75.0	69.0	41.0	54.0	75.0	81.0	85.0	76.0	75.0	73.0	77.0	67.0	72.0	73.0	63.0	68.0	58.0	74.0	68.0	44.0	66.0	55.0	55.0	43.0	14.0	6.0	11.0	11.0	11.0	18.1	2016.0	2021	5.0	Midfield
17	430	221639	Mariano	24	Dominican Republic	80	85	Real Madrid	20	140.0	2041	Right	1.0	4.0	3.0	High/ Medium	Normal	No	ST	2018-08-29	2023-01-01	71	168	81	81	81	76	78	78	78	76	75	75	75	74	69	69	69	74	61	61	61	61	61	60	60	60	60	60	50.0	81.0	82.0	69.0	70.0	75.0	76.0	76.0	51.0	72.0	84.0	85.0	79.0	82.0	72.0	85.0	92.0	81.0	79.0	82.0	86.0	45.0	79.0	63.0	75.0	68.0	41.0	40.0	34.0	12.0	14.0	6.0	8.0	15.0	42.5	2018.0	2023	5.0	Attacking
18	399	167905	A. Valencia	32	Ecuador	81	81	Manchester United	10	120.0	2142	Right	2.0	2.0	3.0	High/ High	Stocky	Yes	RM	2009-06-30	2019-01-01	71	183	76	76	76	78	78	78	78	78	78	78	78	79	79	79	79	79	82	81	81	81	82	81	80	80	80	81	79.0	60.0	62.0	81.0	64.0	80.0	70.0	66.0	72.0	81.0	82.0	85.0	72.0	82.0	78.0	85.0	69.0	79.0	79.0	66.0	80.0	82.0	73.0	71.0	55.0	82.0	77.0	82.0	79.0	16.0	11.0	10.0	7.0	7.0	18.5	2009.0	2019	10.0	Midfield
	1074	175254	F. Caicedo	29	Ecuador	77	77	Lazio	9	51.0	1919	Left	2.0	3.0	3.0	Medium/ Medium	Stocky	No	ST	2017-08-02	2020-01-01	72	181	78	78	78	73	76	76	76	73	73	73	73	71	68	68	68	71	60	60	60	60	60	58	60	60	60	58	59.0	72.0	75.0	72.0	75.0	72.0	66.0	68.0	59.0	77.0	69.0	71.0	61.0	78.0	67.0	84.0	75.0	54.0	90.0	68.0	80.0	43.0	82.0	61.0	73.0	70.0	32.0	44.0	47.0	7.0	13.0	7.0	8.0	10.0	15.3	2017.0	2020	3.0	Attacking
19	26	209331	M. Salah	26	Egypt	88	89	Liverpool	69.5	255.0	2146	Left	3.0	3.0	4.0	High/ Medium	PLAYER_BODY_TYPE_25	Yes	RM	2017-07-01	2023-01-01	69	157	86	86	86	90	89	89	89	90	89	89	89	89	83	83	83	89	73	69	69	69	73	69	60	60	60	69	78.0	90.0	59.0	82.0	73.0	89.0	83.0	60.0	72.0	88.0	94.0	91.0	91.0	91.0	88.0	77.0	68.0	84.0	70.0	83.0	63.0	55.0	90.0	82.0	61.0	91.0	38.0	43.0	41.0	14.0	14.0	9.0	11.0	14.0	137.3	2017.0	2023	6.0	Midfield
	959	213051	M. Elneny	25	Egypt	77	79	Arsenal	9	76.0	1958	Right	1.0	3.0	3.0	Medium/ High	Lean	Yes	RDM	2016-01-14	2022-01-01	71	163	67	67	67	69	70	70	70	69	72	72	72	72	76	76	76	72	76	78	78	78	76	75	73	73	73	75	66.0	57.0	57.0	80.0	39.0	68.0	69.0	56.0	77.0	76.0	58.0	60.0	65.0	75.0	62.0	76.0	69.0	92.0	68.0	67.0	73.0	76.0	63.0	70.0	62.0	77.0	76.0	74.0	72.0	7.0	15.0	15.0	12.0	6.0	17.8	2016.0	2022	6.0	Midfield
20	3937	101880	R. Green	38	England	72	72	Chelsea	210	28.0	1101	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-26	2019-01-01	74	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	19.0	12.0	15.0	26.0	12.0	14.0	16.0	13.0	14.0	15.0	46.0	32.0	47.0	70.0	40.0	22.0	68.0	26.0	59.0	11.0	26.0	20.0	13.0	58.0	21.0	49.0	14.0	12.0	11.0	73.0	70.0	60.0	72.0	74.0	389	2018.0	2019	1.0	Goalkeeper
	2561	53739	L. Grant	35	England	74	74	Manchester United	1.3	39.0	1300	Right	1.0	4.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-03	2020-01-01	76	183	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	19.0	17.0	14.0	43.0	15.0	11.0	17.0	19.0	40.0	34.0	52.0	46.0	56.0	69.0	56.0	24.0	73.0	39.0	71.0	19.0	42.0	26.0	14.0	50.0	20.0	60.0	12.0	13.0	19.0	74.0	72.0	74.0	74.0	76.0	2.5	2018.0	2020	2.0	Goalkeeper
	717	152908	A. Young	32	England	79	79	Manchester United	7	110.0	2120	Right	2.0	3.0	4.0	High/ Medium	Lean	Yes	LB	2011-07-01	2019-01-01	69	143	72	72	72	77	75	75	75	77	77	77	77	77	77	77	77	77	79	78	78	78	79	78	74	74	74	78	84.0	64.0	57.0	79.0	71.0	77.0	86.0	75.0	70.0	79.0	77.0	72.0	77.0	80.0	76.0	75.0	55.0	75.0	67.0	69.0	78.0	77.0	67.0	76.0	60.0	74.0	75.0	76.0	74.0	16.0	10.0	15.0	16.0	15.0	13	2011.0	2019	8.0	Defending
	534	164468	G. Cahill	32	England	80	80	Chelsea	8.5	99.0	1754	Right	3.0	3.0	2.0	Medium/ Medium	Normal	Yes	CB	2012-01-16	2019-01-01	76	194	64	64	64	57	61	61	61	57	61	61	61	57	66	66	66	57	67	75	75	75	67	70	82	82	82	70	28.0	56.0	85.0	66.0	47.0	56.0	48.0	27.0	60.0	61.0	42.0	48.0	51.0	79.0	47.0	63.0	80.0	61.0	79.0	64.0	85.0	78.0	45.0	56.0	53.0	74.0	83.0	82.0	81.0	5.0	12.0	9.0	5.0	12.0	15.7	2012.0	2019	7.0	Defending
	409	138412	J. Milner	32	England	81	81	Liverpool	13.5	120.0	2126	Right	2.0	4.0	3.0	High/ High	Stocky	Yes	CM	2015-07-01	2020-01-01	69	154	74	74	74	76	76	76	76	76	78	78	78	79	81	81	81	79	81	82	82	82	81	80	78	78	78	80	86.0	62.0	66.0	84.0	76.0	76.0	81.0	75.0	81.0	79.0	63.0	62.0	69.0	84.0	73.0	82.0	62.0	91.0	71.0	70.0	82.0	79.0	72.0	79.0	83.0	86.0	74.0	80.0	79.0	1.0	1.0	1.0	1.0	1.0	25.7	2015.0	2020	5.0	Midfield
	515	180819	A. Lallana	30	England	80	80	Liverpool	13.5	110.0	2086	Right	3.0	5.0	4.0	High/ High	Lean	Yes	CM	2014-07-01	2021-01-01	70	161	77	77	77	80	80	80	80	80	82	82	82	81	81	81	81	81	74	75	75	75	74	72	70	70	70	72	74.0	72.0	67.0	84.0	72.0	84.0	77.0	66.0	76.0	85.0	70.0	69.0	78.0	74.0	75.0	72.0	70.0	77.0	64.0	71.0	76.0	64.0	75.0	83.0	70.0	80.0	61.0	64.0	62.0	6.0	15.0	14.0	8.0	11.0	25.7	2014.0	2021	7.0	Midfield
	135	188377	K. Walker	28	England	84	84	Manchester City	24.5	165.0	2175	Right	3.0	2.0	2.0	High/ High	Normal	Yes	RB	2017-07-14	2022-01-01	72	154	75	75	75	78	77	77	77	78	76	76	76	80	78	78	78	80	85	81	81	81	85	85	82	82	82	85	81.0	51.0	74.0	78.0	57.0	79.0	76.0	71.0	67.0	78.0	86.0	93.0	67.0	83.0	72.0	86.0	83.0	89.0	75.0	69.0	78.0	81.0	67.0	69.0	63.0	75.0	78.0	84.0	83.0	12.0	6.0	16.0	15.0	8.0	45.3	2017.0	2022	5.0	Defending
	529	171833	D. Sturridge	28	England	80	80	Liverpool	15.5	125.0	1837	Left	3.0	2.0	4.0	Medium/ Low	Normal	Yes	ST	2013-01-02	2019-01-01	71	168	80	80	80	79	81	81	81	79	79	79	79	77	71	71	71	77	53	52	52	52	53	49	44	44	44	49	62.0	83.0	70.0	72.0	73.0	79.0	62.0	68.0	62.0	80.0	72.0	78.0	74.0	78.0	64.0	82.0	70.0	55.0	66.0	79.0	60.0	22.0	81.0	74.0	75.0	81.0	11.0	24.0	12.0	7.0	15.0	9.0	5.0	13.0	29.5	2013.0	2019	6.0	Attacking
	296	183711	J. Henderson	28	England	82	82	Liverpool	18	125.0	2163	Right	2.0	3.0	3.0	Medium/ High	Normal	Yes	RCM	2011-06-09	2020-01-01	72	176	74	74	74	77	77	77	77	77	79	79	79	79	82	82	82	79	81	82	82	82	81	80	78	78	78	80	81.0	67.0	65.0	84.0	72.0	73.0	80.0	74.0	84.0	80.0	67.0	66.0	70.0	80.0	70.0	77.0	79.0	91.0	72.0	71.0	77.0	80.0	75.0	83.0	64.0	78.0	77.0	79.0	76.0	7.0	13.0	7.0	9.0	13.0	34.2	2011.0	2020	9.0	Midfield
	377	189881	C. Smalling	28	England	81	82	Manchester United	16	130.0	1799	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	RCB	2010-07-01	2019-01-01	76	179	62	62	62	60	60	60	60	60	60	60	60	62	64	64	64	62	73	75	75	75	73	75	82	82	82	75	52.0	54.0	82.0	63.0	49.0	59.0	49.0	22.0	63.0	58.0	61.0	74.0	55.0	75.0	45.0	42.0	76.0	71.0	87.0	35.0	83.0	81.0	48.0	49.0	52.0	67.0	81.0	82.0	80.0	10.0	15.0	16.0	15.0	15.0	30.8	2010.0	2019	9.0	Defending
	514	183427	F. Delph	28	England	80	80	Manchester City	11.5	120.0	2137	Left	2.0	3.0	3.0	High/ High	Lean	Yes	LB	2015-07-17	2020-01-01	69	172	74	74	74	77	77	77	77	77	78	78	78	78	80	80	80	78	81	81	81	81	81	80	78	78	78	80	74.0	64.0	60.0	82.0	59.0	77.0	72.0	53.0	76.0	82.0	75.0	72.0	87.0	81.0	86.0	82.0	67.0	87.0	65.0	75.0	84.0	80.0	72.0	73.0	65.0	76.0	77.0	81.0	79.0	10.0	9.0	14.0	11.0	6.0	21.3	2015.0	2020	5.0	Defending
	681	186132	D. Drinkwater	28	England	79	79	Chelsea	12.5	110.0	2023	Right	2.0	4.0	3.0	Medium/ Medium	Normal	Yes	CM	2017-08-31	2022-01-01	70	179	71	71	71	73	74	74	74	73	76	76	76	74	79	79	79	74	75	78	78	78	75	74	73	73	73	74	64.0	60.0	61.0	80.0	69.0	75.0	72.0	69.0	83.0	78.0	63.0	63.0	67.0	77.0	76.0	77.0	54.0	77.0	69.0	72.0	74.0	75.0	71.0	79.0	53.0	78.0	69.0	76.0	73.0	12.0	6.0	8.0	9.0	12.0	23.1	2017.0	2022	5.0	Midfield
	396	169595	D. Rose	27	England	81	81	Tottenham Hotspur	14.5	92.0	2094	Left	3.0	3.0	3.0	Medium/ High	Normal	Yes	LB	2007-07-01	2021-01-01	69	168	72	72	72	77	76	76	76	77	76	76	76	78	77	77	77	78	82	80	80	80	82	82	81	81	81	82	82.0	57.0	62.0	76.0	64.0	80.0	64.0	57.0	66.0	77.0	79.0	78.0	69.0	82.0	76.0	68.0	75.0	78.0	72.0	67.0	87.0	81.0	68.0	73.0	57.0	75.0	77.0	83.0	84.0	10.0	11.0	8.0	13.0	13.0	26.8	2007.0	2021	14.0	Defending
	665	190456	N. Clyne	27	England	79	80	Liverpool	11.5	94.0	2016	Right	2.0	2.0	3.0	High/ Medium	Normal	Yes	RB	2015-07-01	2020-01-01	69	148	71	71	71	75	73	73	73	75	73	73	73	75	74	74	74	75	79	77	77	77	79	79	78	78	78	79	78.0	54.0	68.0	75.0	45.0	76.0	64.0	39.0	66.0	78.0	77.0	78.0	79.0	75.0	75.0	74.0	69.0	76.0	67.0	69.0	76.0	79.0	72.0	64.0	46.0	75.0	78.0	81.0	82.0	10.0	11.0	13.0	15.0	7.0	22.7	2015.0	2020	5.0	Defending
	933	186146	D. Welbeck	27	England	77	77	Arsenal	9.5	95.0	1965	Right	3.0	3.0	3.0	High/ High	Normal	Yes	LW	2014-09-02	2019-01-01	73	161	80	80	80	79	79	79	79	79	78	78	78	78	72	72	72	78	63	62	62	62	63	61	58	58	58	61	69.0	75.0	78.0	75.0	76.0	78.0	61.0	62.0	64.0	78.0	76.0	83.0	76.0	78.0	62.0	78.0	80.0	74.0	75.0	69.0	75.0	32.0	79.0	71.0	70.0	76.0	47.0	38.0	33.0	9.0	10.0	6.0	12.0	16.0	18.1	2014.0	2019	5.0	Attacking
	290	186345	K. Trippier	27	England	82	82	Tottenham Hotspur	18.5	99.0	2161	Right	2.0	4.0	3.0	High/ High	Normal	Yes	RB	2015-06-19	2022-01-01	70	159	72	72	72	77	75	75	75	77	77	77	77	79	80	80	80	79	83	80	80	80	83	82	78	78	78	82	91.0	48.0	73.0	79.0	54.0	75.0	87.0	83.0	78.0	80.0	76.0	75.0	74.0	81.0	74.0	75.0	73.0	88.0	65.0	70.0	70.0	79.0	75.0	80.0	66.0	73.0	77.0	82.0	79.0	11.0	14.0	8.0	11.0	10.0	34.2	2015.0	2022	7.0	Defending
	654	194957	P. Jones	26	England	79	80	Manchester United	12	110.0	1827	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	CB	2011-07-01	2019-01-01	73	157	62	62	62	60	60	60	60	60	61	61	61	62	67	67	67	62	72	76	76	76	72	74	80	80	80	74	60.0	44.0	78.0	73.0	49.0	59.0	38.0	35.0	67.0	64.0	54.0	59.0	52.0	77.0	59.0	68.0	82.0	64.0	79.0	59.0	86.0	80.0	42.0	54.0	55.0	68.0	76.0	81.0	82.0	10.0	8.0	6.0	16.0	11.0	23.1	2011.0	2019	8.0	Defending
	6136	200841	C. Jenkinson	26	England	69	71	Arsenal	1	34.0	1840	Right	2.0	2.0	3.0	High/ High	Lean	Yes	RB	2011-06-08	2020-01-01	73	170	63	63	63	65	64	64	64	65	64	64	64	67	66	66	66	67	70	69	69	69	70	70	70	70	70	70	71.0	41.0	62.0	66.0	60.0	67.0	60.0	52.0	64.0	68.0	58.0	73.0	60.0	69.0	66.0	72.0	63.0	64.0	69.0	41.0	71.0	66.0	67.0	62.0	49.0	62.0	69.0	73.0	72.0	12.0	15.0	15.0	11.0	12.0	2	2011.0	2020	9.0	Defending
	1490	201155	R. Morrison	25	England	76	79	Lazio	9.5	40.0	1904	Right	1.0	4.0	3.0	Medium/ Low	Normal	No	CAM	2015-07-01	2019-01-01	69	157	70	70	70	76	75	75	75	76	77	77	77	76	73	73	73	76	64	63	63	63	64	62	55	55	55	62	70.0	70.0	49.0	80.0	65.0	80.0	70.0	75.0	76.0	80.0	77.0	84.0	80.0	58.0	76.0	72.0	40.0	68.0	51.0	71.0	63.0	35.0	66.0	74.0	56.0	68.0	58.0	55.0	43.0	14.0	15.0	13.0	12.0	8.0	16.9	2015.0	2019	4.0	Midfield
	254	207494	J. Lingard	25	England	82	83	Manchester United	26.5	140.0	2095	Right	2.0	3.0	4.0	High/ High	Lean	Yes	CAM	2010-07-01	2021-01-01	69	137	80	80	80	83	83	83	83	83	83	83	83	82	78	78	78	82	72	69	69	69	72	69	62	62	62	69	74.0	78.0	64.0	78.0	70.0	83.0	80.0	63.0	66.0	83.0	84.0	82.0	86.0	83.0	86.0	80.0	63.0	87.0	53.0	80.0	73.0	53.0	86.0	82.0	65.0	84.0	65.0	50.0	44.0	14.0	10.0	8.0	13.0	9.0	51	2010.0	2021	11.0	Midfield
	16	202126	H. Kane	24	England	89	91	Tottenham Hotspur	83.5	205.0	2165	Right	3.0	4.0	3.0	High/ High	Normal	Yes	ST	2010-07-01	2024-01-01	74	196	89	89	89	85	87	87	87	85	85	85	85	84	82	82	82	84	68	69	69	69	68	65	63	63	63	65	75.0	94.0	85.0	80.0	84.0	80.0	78.0	68.0	82.0	84.0	68.0	72.0	71.0	91.0	71.0	88.0	78.0	89.0	84.0	85.0	76.0	35.0	93.0	80.0	90.0	89.0	56.0	36.0	38.0	8.0	10.0	11.0	14.0	11.0	160.7	2010.0	2024	14.0	Attacking
	646	199189	R. Barkley	24	England	79	82	Chelsea	16	89.0	1980	Right	2.0	5.0	4.0	Medium/ Medium	Normal	Yes	CAM	2018-01-05	2023-01-01	73	192	76	76	76	77	79	79	79	77	80	80	80	78	78	78	78	78	67	69	69	69	67	65	64	64	64	65	65.0	68.0	65.0	82.0	61.0	85.0	68.0	70.0	78.0	84.0	69.0	70.0	66.0	74.0	58.0	81.0	62.0	69.0	77.0	80.0	74.0	45.0	71.0	79.0	65.0	80.0	54.0	58.0	51.0	9.0	14.0	12.0	6.0	10.0	30.8	2018.0	2023	5.0	Midfield
	481	198784	A. Oxlade-Chamberlain	24	England	80	85	Liverpool	19.5	94.0	2125	Right	2.0	4.0	4.0	High/ High	Stocky	Yes	CM	2017-08-31	2022-01-01	69	154	75	75	75	82	81	81	81	82	82	82	82	82	80	80	80	82	78	77	77	77	78	75	70	70	70	75	78.0	69.0	39.0	80.0	58.0	84.0	73.0	60.0	75.0	84.0	84.0	85.0	81.0	78.0	88.0	80.0	69.0	82.0	72.0	76.0	77.0	72.0	79.0	81.0	69.0	77.0	67.0	70.0	66.0	16.0	9.0	6.0	9.0	9.0	38.5	2017.0	2022	5.0	Midfield
	470	202335	E. Dier	24	England	80	84	Tottenham Hotspur	16.5	73.0	2033	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	CDM	2014-08-02	2021-01-01	74	198	69	69	69	67	68	68	68	67	69	69	69	69	74	74	74	69	77	81	81	81	77	78	83	83	83	78	67.0	52.0	82.0	77.0	51.0	65.0	60.0	74.0	78.0	70.0	62.0	68.0	52.0	78.0	38.0	82.0	77.0	78.0	89.0	72.0	91.0	81.0	53.0	67.0	70.0	77.0	82.0	81.0	83.0	11.0	14.0	6.0	13.0	9.0	31.8	2014.0	2021	7.0	Midfield
	182	203574	J. Stones	24	England	83	87	Manchester City	28.5	125.0	1858	Right	2.0	4.0	3.0	High/ Medium	Lean	Yes	RCB	2016-08-09	2022-01-01	74	154	61	61	61	66	65	65	65	66	68	68	68	70	74	74	74	70	79	82	82	82	79	80	83	83	83	80	62.0	29.0	83.0	81.0	27.0	69.0	47.0	29.0	74.0	80.0	67.0	71.0	61.0	82.0	59.0	46.0	75.0	79.0	77.0	38.0	79.0	81.0	48.0	67.0	44.0	80.0	85.0	85.0	82.0	7.0	15.0	11.0	10.0	8.0	54.9	2016.0	2022	6.0	Defending
	60	202652	R. Sterling	23	England	86	89	Manchester City	56.5	195.0	2036	Right	3.0	3.0	4.0	High/ Medium	Lean	Yes	RW	2015-07-14	2023-01-01	67	152	79	79	79	87	86	86	86	87	86	86	86	87	80	80	80	87	72	66	66	66	72	69	55	55	55	69	77.0	77.0	38.0	84.0	67.0	88.0	70.0	63.0	69.0	87.0	95.0	92.0	93.0	87.0	93.0	73.0	57.0	78.0	52.0	73.0	38.0	30.0	87.0	77.0	69.0	77.0	47.0	58.0	54.0	15.0	12.0	12.0	15.0	9.0	108.8	2015.0	2023	8.0	Attacking
	12497	237169	C. Bramall	22	England	63	70	Arsenal	425	12.0	1659	Left	1.0	2.0	2.0	High/ Medium	Lean	No	LB	2017-01-09	2019-01-01	70	159	56	56	56	62	60	60	60	62	60	60	60	63	59	59	59	63	64	60	60	60	64	63	59	59	59	63	58.0	36.0	45.0	60.0	37.0	63.0	48.0	44.0	58.0	62.0	88.0	88.0	74.0	55.0	67.0	55.0	64.0	64.0	56.0	58.0	59.0	59.0	53.0	50.0	34.0	52.0	56.0	57.0	59.0	11.0	8.0	7.0	14.0	12.0	893	2017.0	2019	2.0	Defending
	117	211117	D. Alli	22	England	84	90	Tottenham Hotspur	42.5	115.0	2189	Right	3.0	3.0	4.0	High/ High	Lean	Yes	LCM	2015-02-02	2024-01-01	74	176	84	84	84	84	85	85	85	84	86	86	86	84	86	86	86	84	79	81	81	81	79	78	76	76	76	78	69.0	83.0	77.0	85.0	79.0	83.0	75.0	68.0	80.0	85.0	73.0	76.0	76.0	85.0	62.0	78.0	67.0	90.0	71.0	80.0	84.0	74.0	86.0	85.0	74.0	86.0	70.0	70.0	63.0	7.0	6.0	9.0	11.0	8.0	87.1	2015.0	2024	9.0	Midfield
	1495	228295	R. Holding	22	England	76	83	Arsenal	9.5	64.0	1694	Right	1.0	3.0	2.0	Medium/ Medium	Lean	Yes	CB	2016-07-26	2022-01-01	74	165	55	55	55	57	57	57	57	57	59	59	59	61	64	64	64	61	70	73	73	73	70	72	77	77	77	72	52.0	30.0	75.0	72.0	27.0	62.0	33.0	30.0	61.0	67.0	58.0	61.0	58.0	70.0	67.0	48.0	75.0	68.0	76.0	27.0	72.0	77.0	40.0	57.0	38.0	79.0	77.0	78.0	76.0	14.0	11.0	10.0	14.0	13.0	20	2016.0	2022	6.0	Defending
	1129	222400	H. Winks	22	England	77	85	Tottenham Hotspur	13	66.0	1940	Right	1.0	3.0	3.0	High/ Medium	Normal	Yes	CM	2014-07-01	2023-01-01	69	163	67	67	67	74	73	73	73	74	76	76	76	76	78	78	78	76	74	75	75	75	74	72	68	68	68	72	65.0	54.0	50.0	83.0	50.0	77.0	71.0	60.0	78.0	80.0	75.0	70.0	73.0	76.0	78.0	63.0	51.0	78.0	63.0	62.0	58.0	69.0	64.0	80.0	51.0	80.0	70.0	71.0	64.0	8.0	11.0	14.0	13.0	10.0	26.7	2014.0	2023	9.0	Midfield
	1085	213666	R. Loftus-Cheek	22	England	77	85	Chelsea	13	76.0	1947	Right	1.0	3.0	4.0	Medium/ Low	Normal	Yes	CM	2013-06-03	2021-01-01	75	194	72	72	72	75	76	76	76	75	78	78	78	77	78	78	78	77	70	73	73	73	70	68	68	68	68	68	62.0	63.0	58.0	83.0	54.0	82.0	58.0	57.0	81.0	81.0	68.0	74.0	73.0	64.0	67.0	64.0	59.0	75.0	80.0	60.0	79.0	57.0	79.0	79.0	45.0	78.0	59.0	67.0	61.0	11.0	7.0	12.0	15.0	13.0	26.7	2013.0	2021	8.0	Midfield
	454	205988	L. Shaw	22	England	80	85	Manchester United	16.5	96.0	2047	Left	2.0	2.0	3.0	High/ Medium	Stocky	Yes	LB	2014-06-27	2023-01-01	71	165	71	71	71	76	74	74	74	76	75	75	75	78	75	75	75	78	81	78	78	78	81	80	78	78	78	80	82.0	47.0	70.0	78.0	54.0	82.0	63.0	58.0	68.0	80.0	83.0	85.0	74.0	77.0	74.0	65.0	73.0	77.0	75.0	50.0	76.0	77.0	73.0	69.0	53.0	73.0	77.0	80.0	78.0	10.0	12.0	13.0	7.0	7.0	31.8	2014.0	2023	9.0	Defending
	15627	242085	M. Virtue	21	England	59	71	Liverpool	250	8.0	1623	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	CDM	2017-03-31	2019-01-01	69	146	53	53	53	56	55	55	55	56	57	57	57	57	58	58	58	57	58	59	59	59	58	59	58	58	58	59	45.0	42.0	49.0	64.0	40.0	54.0	41.0	42.0	63.0	57.0	70.0	68.0	77.0	58.0	80.0	63.0	69.0	56.0	50.0	47.0	67.0	52.0	38.0	50.0	56.0	55.0	49.0	62.0	61.0	5.0	9.0	13.0	12.0	14.0	525	2017.0	2019	2.0	Midfield
	14036	240926	N. Phillips	21	England	61	74	Liverpool	425	9.0	1350	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CB	2017-08-01	2021-01-01	74	154	43	43	43	40	41	41	41	40	42	42	42	43	47	47	47	43	53	56	56	56	53	56	61	61	61	56	30.0	23.0	62.0	56.0	30.0	33.0	29.0	35.0	45.0	40.0	52.0	52.0	42.0	56.0	57.0	45.0	64.0	59.0	70.0	21.0	60.0	58.0	25.0	39.0	45.0	55.0	58.0	62.0	59.0	9.0	6.0	6.0	12.0	10.0	1.1	2017.0	2021	4.0	Defending
	755	225100	J. Gomez	21	England	78	88	Liverpool	14.5	61.0	1742	Right	1.0	3.0	3.0	Medium/ Medium	Normal	Yes	CB	2015-06-20	2024-01-01	74	170	58	58	58	64	61	61	61	64	62	62	62	67	65	65	65	67	77	74	74	74	77	78	78	78	78	78	69.0	26.0	68.0	72.0	24.0	67.0	41.0	29.0	57.0	68.0	80.0	83.0	64.0	77.0	66.0	41.0	66.0	74.0	80.0	26.0	70.0	81.0	51.0	52.0	26.0	69.0	78.0	80.0	77.0	8.0	13.0	14.0	7.0	7.0	30.5	2015.0	2024	9.0	Defending
	10172	232250	L. Amos	21	England	65	79	Tottenham Hotspur	1.2	13.0	1711	Left	1.0	4.0	3.0	Medium/ Medium	Lean	No	CM	2015-07-01	2021-01-01	70	159	56	56	56	61	60	60	60	61	63	63	63	63	66	66	66	63	64	66	66	66	64	63	62	62	62	63	57.0	44.0	44.0	70.0	36.0	61.0	54.0	48.0	67.0	62.0	59.0	64.0	67.0	60.0	71.0	57.0	65.0	72.0	62.0	62.0	66.0	57.0	48.0	70.0	45.0	63.0	62.0	66.0	61.0	11.0	8.0	14.0	12.0	9.0	2.9	2015.0	2021	6.0	Midfield
	5949	227927	K. Walker-Peters	21	England	69	80	Tottenham Hotspur	1.6	21.0	1695	Right	1.0	4.0	3.0	High/ Medium	Lean	Yes	RB	2015-07-01	2023-01-01	69	141	56	56	56	64	60	60	60	64	62	62	62	65	63	63	63	65	69	67	67	67	69	69	68	68	68	69	69.0	35.0	62.0	66.0	25.0	69.0	50.0	31.0	60.0	68.0	77.0	72.0	69.0	60.0	81.0	31.0	74.0	66.0	59.0	41.0	70.0	64.0	60.0	48.0	32.0	66.0	70.0	70.0	69.0	9.0	8.0	7.0	11.0	12.0	3.2	2015.0	2023	8.0	Defending
	14537	228053	S. Harrison	20	England	61	72	Tottenham Hotspur	450	10.0	1473	Left	1.0	3.0	3.0	High/ Medium	Lean	No	ST	2015-12-24	2019-01-01	72	150	62	62	62	61	61	61	61	61	59	59	59	59	51	51	51	59	43	40	40	40	43	41	37	37	37	41	45.0	62.0	57.0	51.0	47.0	61.0	42.0	27.0	41.0	59.0	75.0	73.0	73.0	59.0	70.0	57.0	65.0	63.0	62.0	50.0	49.0	14.0	61.0	47.0	63.0	52.0	21.0	16.0	12.0	11.0	7.0	10.0	12.0	11.0	923	2015.0	2019	4.0	Attacking
	17451	224947	D. Grimshaw	20	England	54	68	Manchester City	120	6.0	1037	Right	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2016-08-31	2021-01-01	73	170	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	19.0	12.0	17.0	31.0	18.0	20.0	22.0	14.0	45.0	26.0	44.0	47.0	38.0	51.0	41.0	21.0	57.0	42.0	42.0	18.0	21.0	19.0	15.0	16.0	22.0	37.0	11.0	21.0	17.0	54.0	53.0	56.0	50.0	57.0	297	2016.0	2021	5.0	Goalkeeper
	4763	225539	D. Solanke	20	England	70	84	Liverpool	3.9	37.0	1667	Right	1.0	3.0	3.0	High/ Medium	Lean	Yes	ST	2017-07-10	2022-01-01	74	176	71	71	71	69	71	71	71	69	70	70	70	69	63	63	63	69	50	48	48	48	50	47	41	41	41	47	54.0	71.0	64.0	70.0	65.0	73.0	54.0	42.0	58.0	75.0	67.0	70.0	69.0	63.0	67.0	73.0	67.0	65.0	72.0	57.0	34.0	22.0	67.0	63.0	71.0	64.0	20.0	15.0	22.0	9.0	15.0	14.0	9.0	10.0	9.9	2017.0	2022	5.0	Attacking
	319	231677	M. Rashford	20	England	81	89	Manchester United	27	110.0	2062	Right	2.0	4.0	4.0	High/ Medium	Lean	Yes	LW	2014-07-01	2020-01-01	73	154	81	81	81	82	82	82	82	82	80	80	80	81	74	74	74	81	65	61	61	61	65	62	55	55	55	62	75.0	78.0	71.0	75.0	72.0	83.0	77.0	78.0	65.0	80.0	90.0	93.0	88.0	79.0	77.0	87.0	68.0	79.0	71.0	77.0	70.0	42.0	81.0	74.0	74.0	73.0	32.0	40.0	33.0	11.0	6.0	15.0	7.0	14.0	55.4	2014.0	2020	6.0	Attacking
	4719	225782	A. Maitland-Niles	20	England	71	84	Arsenal	4.5	38.0	1836	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CM	2014-10-24	2019-01-01	70	157	66	66	66	72	71	71	71	72	72	72	72	72	71	71	71	72	70	69	69	69	70	68	63	63	63	68	64.0	56.0	38.0	74.0	44.0	73.0	60.0	36.0	69.0	72.0	82.0	85.0	76.0	69.0	70.0	65.0	55.0	69.0	66.0	62.0	58.0	66.0	66.0	70.0	54.0	77.0	57.0	66.0	60.0	15.0	9.0	7.0	10.0	13.0	11.4	2014.0	2019	5.0	Midfield
	10461	237698	C. Gribbin	19	England	65	80	Manchester United	1.2	11.0	1669	Left	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CAM	2015-07-27	2019-01-01	72	159	63	63	63	66	65	65	65	66	66	66	66	66	63	63	63	66	56	53	53	53	56	53	47	47	47	53	62.0	54.0	54.0	66.0	44.0	69.0	64.0	72.0	63.0	67.0	70.0	68.0	62.0	60.0	66.0	65.0	54.0	65.0	60.0	62.0	50.0	42.0	62.0	64.0	56.0	58.0	22.0	35.0	40.0	7.0	11.0	12.0	7.0	14.0	2.9	2015.0	2019	4.0	Midfield
	11422	237160	R. Williams	19	England	64	79	Manchester United	875	8.0	1479	Right	1.0	3.0	2.0	Medium/ Medium	Normal	Yes	CB	2016-01-01	2019-01-01	72	165	48	48	48	49	48	48	48	49	50	50	50	50	51	51	51	50	57	59	59	59	57	59	64	64	64	59	32.0	27.0	63.0	58.0	37.0	51.0	35.0	36.0	55.0	50.0	72.0	74.0	58.0	52.0	59.0	43.0	65.0	41.0	68.0	30.0	66.0	56.0	29.0	43.0	49.0	51.0	63.0	68.0	66.0	7.0	5.0	6.0	6.0	9.0	2.2	2016.0	2019	3.0	Defending
	16216	233442	J. Osei-Tutu	19	England	58	74	Arsenal	240	4.0	1464	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	RB	2015-10-06	2021-01-01	70	159	50	50	50	53	51	51	51	53	50	50	50	54	49	49	49	54	58	53	53	53	58	58	56	56	56	58	49.0	37.0	44.0	46.0	29.0	50.0	43.0	34.0	30.0	52.0	74.0	78.0	55.0	58.0	65.0	33.0	62.0	65.0	63.0	35.0	58.0	56.0	49.0	44.0	42.0	48.0	52.0	54.0	56.0	10.0	13.0	7.0	11.0	10.0	606	2015.0	2021	6.0	Defending
	11765	236988	E. Nketiah	19	England	64	84	Arsenal	975	10.0	1527	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	ST	2015-07-01	2021-01-01	69	154	65	65	65	64	65	65	65	64	63	63	63	62	55	55	55	62	44	41	41	41	44	42	36	36	36	42	33.0	66.0	51.0	54.0	56.0	65.0	43.0	38.0	46.0	62.0	87.0	82.0	76.0	66.0	72.0	60.0	73.0	54.0	56.0	59.0	43.0	16.0	65.0	52.0	57.0	60.0	14.0	19.0	15.0	12.0	10.0	11.0	9.0	5.0	2.8	2015.0	2021	6.0	Attacking
	12545	240510	J. Bohui	19	England	63	76	Manchester United	700	10.0	1556	Right	1.0	3.0	3.0	High/ High	Lean	Yes	ST	2016-08-07	2019-01-01	69	165	63	63	63	64	64	64	64	64	63	63	63	62	54	54	54	62	46	43	43	43	46	43	39	39	39	43	45.0	62.0	51.0	58.0	48.0	62.0	48.0	42.0	35.0	65.0	75.0	78.0	71.0	59.0	73.0	59.0	66.0	62.0	64.0	59.0	66.0	21.0	64.0	57.0	64.0	57.0	20.0	16.0	16.0	9.0	7.0	10.0	13.0	11.0	1.7	2016.0	2019	3.0	Attacking
	13814	223963	C. Humphreys-Grant	19	England	62	77	Manchester City	600	6.0	1507	Right	1.0	2.0	2.0	Medium/ Medium	Normal	Yes	CB	2015-08-24	2023-01-01	74	176	49	49	49	50	49	49	49	50	49	49	49	52	52	52	52	52	58	58	58	58	58	60	62	62	62	60	48.0	24.0	60.0	55.0	26.0	45.0	33.0	35.0	51.0	50.0	65.0	66.0	63.0	56.0	63.0	44.0	76.0	65.0	71.0	33.0	56.0	54.0	50.0	39.0	40.0	46.0	61.0	65.0	58.0	7.0	14.0	16.0	12.0	6.0	1.5	2015.0	2023	8.0	Defending
	14545	235736	K. Sterling	19	England	61	75	Tottenham Hotspur	550	7.0	1478	Right	1.0	2.0	3.0	Medium/ Medium	Normal	No	ST	2017-07-01	2021-01-01	71	146	62	62	62	59	60	60	60	59	57	57	57	56	47	47	47	56	41	37	37	37	41	40	36	36	36	40	36.0	67.0	46.0	43.0	61.0	57.0	53.0	58.0	30.0	59.0	77.0	75.0	70.0	57.0	73.0	61.0	64.0	48.0	54.0	63.0	42.0	15.0	64.0	42.0	55.0	48.0	32.0	13.0	19.0	7.0	5.0	12.0	11.0	9.0	1.4	2017.0	2021	4.0	Attacking
	735	231281	T. Alexander-Arnold	19	England	78	88	Liverpool	14	36.0	2025	Right	1.0	3.0	3.0	High/ Medium	Lean	Yes	RB	2015-10-07	2021-01-01	71	152	68	68	68	73	71	71	71	73	73	73	73	75	74	74	74	75	78	76	76	76	78	77	73	73	73	77	83.0	56.0	59.0	76.0	41.0	72.0	74.0	74.0	75.0	72.0	82.0	79.0	74.0	75.0	74.0	70.0	66.0	79.0	62.0	63.0	73.0	76.0	62.0	72.0	55.0	74.0	75.0	76.0	74.0	14.0	15.0	14.0	6.0	7.0	29.4	2015.0	2021	6.0	Defending
	14521	236239	A. Whiteman	19	England	61	75	Tottenham Hotspur	450	3.0	941	Right	1.0	2.0	1.0	Medium/ Medium	Lean	Yes	GK	2015-07-01	2020-01-01	73	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	9.0	14.0	27.0	8.0	12.0	12.0	10.0	25.0	23.0	34.0	28.0	31.0	44.0	41.0	17.0	65.0	26.0	48.0	9.0	25.0	12.0	4.0	39.0	11.0	42.0	21.0	13.0	14.0	65.0	60.0	56.0	60.0	64.0	1.1	2015.0	2020	5.0	Goalkeeper
	13999	237329	J. Willock	18	England	61	79	Arsenal	525	7.0	1618	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2016-07-01	2022-01-01	72	157	55	55	55	59	59	59	59	59	61	61	61	61	61	61	61	61	59	60	60	60	59	58	56	56	56	58	44.0	36.0	41.0	64.0	42.0	62.0	51.0	46.0	62.0	62.0	68.0	74.0	70.0	54.0	72.0	58.0	55.0	63.0	62.0	46.0	55.0	56.0	58.0	64.0	47.0	60.0	54.0	55.0	51.0	11.0	6.0	12.0	8.0	9.0	1.3	2016.0	2022	6.0	Midfield
	14197	233051	L. Bolton	18	England	61	79	Manchester City	525	7.0	1652	Right	1.0	3.0	3.0	High/ High	Normal	No	RM	2016-10-07	2020-01-01	69	159	58	58	58	62	60	60	60	62	60	60	60	62	57	57	57	62	60	58	58	58	60	60	58	58	58	60	62.0	50.0	51.0	59.0	32.0	57.0	61.0	39.0	51.0	62.0	82.0	78.0	75.0	52.0	69.0	56.0	61.0	54.0	61.0	46.0	65.0	59.0	58.0	55.0	56.0	52.0	59.0	55.0	43.0	12.0	6.0	9.0	11.0	6.0	1.3	2016.0	2020	4.0	Midfield
	16403	233048	T. Dele-Bashiru	18	England	57	76	Manchester City	210	6.0	1601	Right	1.0	2.0	2.0	Medium/ Medium	Normal	Yes	CM	2017-08-15	2019-01-01	70	150	57	57	57	58	58	58	58	58	59	59	59	58	57	57	57	58	56	57	57	57	56	56	56	56	56	56	39.0	49.0	48.0	60.0	47.0	59.0	42.0	49.0	56.0	56.0	70.0	71.0	73.0	54.0	71.0	53.0	66.0	59.0	61.0	43.0	57.0	51.0	57.0	54.0	55.0	49.0	52.0	53.0	49.0	6.0	11.0	13.0	7.0	10.0	520	2017.0	2019	2.0	Midfield
	14646	238075	M. Taylor-Crossdale	18	England	61	79	Chelsea	525	8.0	1490	Right	1.0	3.0	3.0	High/ Medium	Lean	No	ST	2016-12-28	2019-01-01	73	170	62	62	62	61	62	62	62	61	61	61	61	59	54	54	54	59	44	42	42	42	44	42	39	39	39	42	42.0	62.0	51.0	56.0	60.0	65.0	56.0	37.0	41.0	63.0	65.0	72.0	60.0	60.0	60.0	70.0	55.0	50.0	66.0	60.0	40.0	16.0	46.0	60.0	69.0	56.0	28.0	21.0	17.0	7.0	8.0	8.0	11.0	8.0	1.3	2016.0	2019	3.0	Attacking
	2903	237692	P. Foden	18	England	73	88	Manchester City	8	36.0	1835	Left	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CAM	2016-07-01	2024-01-01	67	130	67	67	67	73	72	72	72	73	74	74	74	73	72	72	72	73	66	66	66	66	66	64	58	58	58	64	64.0	61.0	47.0	76.0	43.0	73.0	68.0	53.0	70.0	76.0	78.0	71.0	86.0	68.0	86.0	70.0	50.0	70.0	45.0	61.0	62.0	58.0	68.0	74.0	44.0	73.0	56.0	58.0	47.0	8.0	15.0	6.0	10.0	13.0	19.8	2016.0	2024	8.0	Midfield
	1004	233049	J. Sancho	18	England	77	89	Borussia Dortmund	14.5	22.0	1785	Right	1.0	3.0	5.0	Medium/ Medium	Lean	No	RM	2017-08-31	2022-01-01	71	168	71	71	71	79	77	77	77	79	77	77	77	78	69	69	69	78	60	54	54	54	60	56	44	44	44	56	68.0	70.0	38.0	74.0	65.0	86.0	75.0	48.0	54.0	85.0	88.0	86.0	90.0	76.0	87.0	64.0	49.0	66.0	52.0	48.0	39.0	26.0	68.0	75.0	57.0	64.0	30.0	33.0	36.0	7.0	11.0	10.0	11.0	13.0	27.6	2017.0	2022	5.0	Midfield
	13503	238460	R. Brewster	18	England	62	84	Liverpool	700	8.0	1501	Right	1.0	3.0	3.0	High/ Medium	Lean	Yes	ST	2017-04-01	2023-01-01	69	165	62	62	62	63	62	62	62	63	61	61	61	61	53	53	53	61	43	39	39	39	43	41	35	35	35	41	50.0	66.0	55.0	50.0	51.0	60.0	41.0	50.0	48.0	59.0	78.0	76.0	76.0	60.0	77.0	54.0	68.0	57.0	55.0	55.0	40.0	12.0	64.0	54.0	55.0	58.0	14.0	17.0	17.0	7.0	12.0	10.0	8.0	5.0	2	2017.0	2023	6.0	Attacking
	11347	237139	T. Oakley-Boothe	18	England	64	81	Tottenham Hotspur	925	7.0	1615	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CM	2017-07-01	2021-01-01	72	150	54	54	54	59	58	58	58	59	61	61	61	62	64	64	64	62	62	65	65	65	62	62	61	61	61	62	48.0	39.0	45.0	72.0	34.0	60.0	56.0	55.0	70.0	65.0	63.0	67.0	53.0	55.0	51.0	44.0	59.0	65.0	60.0	36.0	59.0	61.0	56.0	60.0	52.0	65.0	60.0	64.0	55.0	13.0	7.0	9.0	14.0	8.0	2.3	2017.0	2021	4.0	Midfield
	8191	240507	A. Gomes	17	England	67	87	Manchester United	1.5	15.0	1722	Right	1.0	4.0	4.0	Medium/ Medium	Lean	Yes	CAM	2016-07-01	2021-01-01	63	134	62	62	62	68	66	66	66	68	68	68	68	67	64	64	64	67	55	53	53	53	55	53	45	45	45	53	61.0	61.0	51.0	67.0	57.0	68.0	65.0	68.0	65.0	68.0	75.0	69.0	83.0	62.0	90.0	61.0	55.0	57.0	32.0	64.0	42.0	37.0	58.0	68.0	66.0	69.0	36.0	38.0	35.0	14.0	15.0	14.0	6.0	14.0	4.3	2016.0	2021	5.0	Midfield
	13961	242434	C. Jones	17	England	61	82	Liverpool	550	7.0	1639	Right	1.0	3.0	3.0	High/ Medium	Lean	No	CM	2018-02-01	2021-01-01	72	150	60	60	60	63	62	62	62	63	64	64	64	62	61	61	61	62	56	57	57	57	56	55	53	53	53	55	54.0	56.0	50.0	64.0	53.0	65.0	54.0	47.0	61.0	65.0	64.0	63.0	73.0	58.0	71.0	60.0	57.0	53.0	51.0	55.0	65.0	44.0	55.0	64.0	50.0	62.0	47.0	49.0	47.0	6.0	13.0	7.0	11.0	7.0	1.6	2018.0	2021	3.0	Midfield
	15157	240334	Z. Medley	17	England	60	78	Arsenal	375	5.0	1355	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CB	2017-08-02	2019-01-01	76	165	42	42	42	40	41	41	41	40	41	41	41	42	45	45	45	42	54	55	55	55	54	56	61	61	61	56	34.0	25.0	55.0	43.0	35.0	34.0	34.0	29.0	37.0	41.0	54.0	49.0	49.0	56.0	57.0	41.0	70.0	58.0	63.0	27.0	48.0	60.0	32.0	37.0	43.0	50.0	61.0	70.0	63.0	10.0	11.0	5.0	10.0	14.0	947	2017.0	2019	2.0	Defending
	15322	241160	G. McEachran	17	England	59	81	Chelsea	350	6.0	1516	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	CAM	2017-08-30	2019-01-01	69	143	51	51	51	58	56	56	56	58	59	59	59	59	59	59	59	59	54	54	54	54	54	53	48	48	48	53	55.0	40.0	40.0	66.0	46.0	58.0	58.0	53.0	61.0	61.0	64.0	60.0	73.0	50.0	74.0	47.0	48.0	54.0	36.0	32.0	49.0	35.0	53.0	64.0	50.0	63.0	38.0	55.0	52.0	8.0	14.0	7.0	10.0	5.0	998	2017.0	2019	2.0	Midfield
	11585	241042	O. Skipp	17	England	64	83	Tottenham Hotspur	800	6.0	1610	Right	1.0	3.0	2.0	Medium/ High	Normal	No	CDM	2017-09-16	2021-01-01	69	154	54	54	54	57	56	56	56	57	58	58	58	60	61	61	61	60	63	65	65	65	63	63	62	62	62	63	52.0	38.0	51.0	70.0	35.0	57.0	48.0	42.0	64.0	63.0	66.0	65.0	57.0	60.0	61.0	55.0	61.0	74.0	61.0	38.0	67.0	61.0	42.0	50.0	54.0	46.0	58.0	64.0	55.0	8.0	12.0	9.0	7.0	5.0	2	2017.0	2021	4.0	Midfield
15846	241159	M. Guehi	17	England	58	78	Chelsea	230	4.0	1329	Right	1.0	2.0	2.0	Medium/ Medium	Normal	No	CB	2017-07-13	2020-01-01	72	165	42	42	42	40	40	40	40	40	39	39	39	42	42	42	42	42	52	53	53	53	52	55	58	58	58	55	33.0	24.0	56.0	48.0	32.0	34.0	29.0	32.0	41.0	40.0	58.0	60.0	53.0	47.0	58.0	49.0	65.0	56.0	61.0	21.0	55.0	57.0	28.0	27.0	34.0	40.0	60.0	60.0	59.0	8.0	9.0	11.0	12.0	12.0	656	2017.0	2020	3.0	Defending
11579	240273	E. Smith Rowe	17	England	64	85	Arsenal	975	10.0	1604	Right	1.0	3.0	4.0	High/ Medium	Lean	No	LW	2017-07-31	2019-01-01	72	141	61	61	61	66	64	64	64	66	64	64	64	65	57	57	57	65	52	47	47	47	52	49	40	40	40	49	60.0	61.0	36.0	59.0	55.0	67.0	67.0	58.0	49.0	67.0	78.0	79.0	73.0	53.0	68.0	69.0	47.0	61.0	44.0	60.0	39.0	24.0	58.0	59.0	64.0	60.0	37.0	30.0	31.0	11.0	8.0	14.0	8.0	10.0	2.8	2017.0	2019	2.0	Attacking
5121	240740	C. Hudson-Odoi	17	England	70	87	Chelsea	3.5	25.0	1720	Right	1.0	3.0	4.0	High/ Medium	Lean	No	LW	2017-07-05	2020-01-01	70	165	66	66	66	71	69	69	69	71	70	70	70	70	63	63	63	70	55	51	51	51	55	52	45	45	45	52	62.0	60.0	53.0	69.0	52.0	77.0	63.0	64.0	63.0	72.0	86.0	84.0	84.0	62.0	71.0	60.0	54.0	57.0	69.0	57.0	50.0	23.0	61.0	63.0	55.0	64.0	22.0	33.0	36.0	14.0	13.0	11.0	15.0	5.0	8.7	2017.0	2020	3.0	Attacking
21	221	156616	F. Ribéry	35	France	83	83	FC Bayern München	11.5	72.0	1929	Right	4.0	4.0	5.0	Medium/ Medium	Normal	Yes	LM	2007-07-01	2019-01-01	67	159	77	77	77	83	82	82	82	83	84	84	84	83	77	77	77	83	62	60	60	60	62	57	46	46	46	57	80.0	74.0	41.0	83.0	79.0	84.0	83.0	81.0	74.0	87.0	78.0	78.0	84.0	83.0	90.0	75.0	34.0	58.0	60.0	71.0	51.0	33.0	77.0	84.0	78.0	85.0	31.0	25.0	26.0	15.0	6.0	9.0	7.0	10.0	19	2007.0	2019	12.0	Midfield
	535	163711	L. Diarra	33	France	80	80	Paris Saint-Germain	6	75.0	1968	Right	3.0	3.0	3.0	Medium/ High	Normal	Yes	CDM	2018-01-23	2019-01-01	69	163	65	65	65	70	70	70	70	70	73	73	73	72	77	77	77	72	79	81	81	81	79	79	78	78	78	79	60.0	38.0	59.0	79.0	37.0	73.0	57.0	41.0	75.0	80.0	69.0	69.0	79.0	77.0	87.0	74.0	76.0	85.0	68.0	67.0	77.0	80.0	50.0	73.0	49.0	83.0	78.0	79.0	81.0	9.0	5.0	12.0	10.0	15.0	11.1	2018.0	2019	1.0	Midfield
	311	165229	L. Koscielny	32	France	82	82	Arsenal	12.5	115.0	1807	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	CB	2010-07-07	2020-01-01	73	165	60	60	60	61	61	61	61	61	63	63	63	63	68	68	68	63	74	78	78	78	74	77	83	83	83	77	52.0	32.0	80.0	76.0	35.0	62.0	22.0	49.0	69.0	66.0	64.0	66.0	65.0	76.0	61.0	54.0	78.0	62.0	75.0	47.0	86.0	84.0	41.0	56.0	51.0	75.0	80.0	84.0	83.0	13.0	11.0	9.0	11.0	7.0	23.8	2010.0	2020	10.0	Defending
	304	178509	O. Giroud	31	France	82	82	Chelsea	20	140.0	1927	Left	3.0	3.0	3.0	Medium/ Medium	Normal	Yes	ST	2018-01-31	2019-01-01	76	203	82	82	82	75	79	79	79	75	77	77	77	74	74	74	74	74	58	62	62	62	58	55	59	59	59	55	64.0	83.0	90.0	79.0	82.0	70.0	70.0	65.0	58.0	83.0	43.0	50.0	57.0	83.0	54.0	85.0	84.0	62.0	88.0	74.0	76.0	42.0	83.0	76.0	83.0	78.0	37.0	37.0	20.0	12.0	15.0	11.0	6.0	5.0	37	2018.0	2019	1.0	Attacking
	37	167948	H. Lloris	31	France	88	88	Tottenham Hotspur	36	150.0	1335	Left	4.0	1.0	1.0	Medium/ Medium	Lean	Yes	GK	2012-08-01	2022-01-01	74	181	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	10.0	10.0	50.0	11.0	10.0	11.0	10.0	50.0	34.0	65.0	62.0	55.0	85.0	54.0	23.0	74.0	41.0	43.0	14.0	31.0	27.0	10.0	30.0	40.0	65.0	29.0	10.0	18.0	88.0	84.0	68.0	83.0	92.0	66.6	2012.0	2022	10.0	Goalkeeper
	103	170890	B. Matuidi	31	France	85	85	Juventus	26	145.0	2196	Left	3.0	2.0	2.0	High/ High	Lean	Yes	LM	2017-08-18	2020-01-01	71	165	77	77	77	79	79	79	79	79	80	80	80	81	82	82	82	81	86	86	86	86	86	85	84	84	84	85	75.0	64.0	68.0	83.0	72.0	78.0	65.0	52.0	77.0	79.0	79.0	77.0	83.0	84.0	79.0	78.0	84.0	94.0	76.0	70.0	86.0	86.0	72.0	76.0	56.0	82.0	85.0	84.0	86.0	8.0	11.0	5.0	10.0	14.0	42.9	2017.0	2020	3.0	Midfield
	105	165153	K. Benzema	30	France	85	85	Real Madrid	37	240.0	2000	Right	4.0	4.0	4.0	Medium/ Low	Normal	Yes	ST	2009-07-09	2021-01-01	73	179	84	84	84	84	85	85	85	84	84	84	84	83	76	76	76	83	60	59	59	59	60	56	52	52	52	56	75.0	81.0	80.0	83.0	82.0	83.0	79.0	73.0	62.0	86.0	76.0	76.0	76.0	83.0	66.0	81.0	73.0	75.0	80.0	75.0	65.0	22.0	86.0	85.0	82.0	79.0	47.0	15.0	12.0	13.0	11.0	5.0	5.0	7.0	75.9	2009.0	2021	12.0	Attacking
	287	187936	S. Nzonzi	29	France	82	82	Roma	17	77.0	2006	Right	2.0	3.0	2.0	Medium/ Medium	Lean	Yes	CDM	2018-08-14	2022-01-01	77	165	74	74	74	70	74	74	74	70	74	74	74	72	79	79	79	72	76	83	83	83	76	77	83	83	83	77	59.0	64.0	79.0	79.0	55.0	72.0	73.0	42.0	77.0	81.0	44.0	55.0	36.0	81.0	31.0	79.0	75.0	86.0	92.0	66.0	87.0	84.0	70.0	77.0	57.0	85.0	81.0	80.0	76.0	7.0	16.0	16.0	16.0	13.0	28.9	2018.0	2022	4.0	Midfield
	1015	183394	M. Sissoko	28	France	77	77	Tottenham Hotspur	9	79.0	2138	Right	2.0	2.0	3.0	Medium/ Medium	Normal	Yes	CM	2016-08-31	2021-01-01	74	201	78	78	78	78	78	78	78	78	77	77	77	79	78	78	78	79	79	78	78	78	79	78	77	77	77	78	75.0	69.0	70.0	79.0	64.0	82.0	75.0	74.0	74.0	77.0	79.0	81.0	67.0	74.0	58.0	85.0	78.0	87.0	88.0	70.0	80.0	78.0	76.0	71.0	60.0	75.0	70.0	75.0	71.0	14.0	8.0	11.0	10.0	8.0	16.7	2016.0	2021	5.0	Midfield
	17	194765	A. Griezmann	27	France	89	90	Atlético Madrid	78	145.0	2246	Left	4.0	3.0	4.0	High/ High	Lean	Yes	CAM	2014-07-28	2023-01-01	69	161	89	89	89	90	90	90	90	90	89	89	89	89	83	83	83	89	73	70	70	70	73	70	64	64	64	70	82.0	90.0	84.0	83.0	87.0	88.0	84.0	78.0	76.0	90.0	88.0	85.0	90.0	90.0	80.0	80.0	90.0	83.0	62.0	82.0	69.0	35.0	91.0	83.0	79.0	87.0	59.0	47.0	48.0	14.0	8.0	14.0	13.0	14.0	165.8	2014.0	2023	9.0	Midfield
	1304	190531	E. Mangala	27	France	76	78	Manchester City	7.5	84.0	1745	Left	2.0	4.0	2.0	Medium/ High	Normal	Yes	CB	2014-08-11	2019-01-01	74	185	54	54	54	51	51	51	51	51	51	51	51	53	56	56	56	53	66	68	68	68	66	69	77	77	77	69	53.0	27.0	77.0	58.0	44.0	46.0	47.0	48.0	56.0	50.0	59.0	67.0	62.0	62.0	60.0	67.0	86.0	64.0	87.0	48.0	89.0	71.0	39.0	47.0	48.0	58.0	72.0	79.0	79.0	10.0	13.0	6.0	10.0	14.0	14.4	2014.0	2019	5.0	Defending
	14	215914	N. Kanté	27	France	89	90	Chelsea	63	225.0	2189	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	LDM	2016-07-16	2023-01-01	66	159	75	75	75	80	80	80	80	80	82	82	82	82	85	85	85	82	88	90	90	90	88	87	86	86	86	87	68.0	65.0	54.0	86.0	56.0	79.0	49.0	49.0	81.0	80.0	82.0	78.0	82.0	93.0	92.0	71.0	77.0	96.0	76.0	69.0	90.0	92.0	71.0	79.0	54.0	85.0	90.0	91.0	85.0	15.0	12.0	10.0	7.0	10.0	121.3	2016.0	2023	7.0	Midfield
	87	193301	A. Lacazette	27	France	85	86	Arsenal	45	180.0	2060	Right	3.0	4.0	4.0	High/ High	Normal	Yes	ST	2017-07-05	2022-01-01	69	161	85	85	85	84	86	86	86	84	84	84	84	82	77	77	77	82	65	63	63	63	65	62	57	57	57	62	64.0	88.0	73.0	80.0	81.0	85.0	74.0	71.0	59.0	83.0	81.0	84.0	85.0	85.0	85.0	83.0	76.0	79.0	73.0	75.0	70.0	42.0	86.0	76.0	84.0	85.0	29.0	42.0	30.0	11.0	6.0	9.0	5.0	6.0	88.9	2017.0	2022	5.0	Attacking
	11498	203898	K. Rimane	27	France	64	66	Paris Saint-Germain	450	12.0	1603	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	CB	2014-07-01	2020-01-01	71	174	48	48	48	51	50	50	50	51	53	53	53	53	56	56	56	53	59	62	62	62	59	60	65	65	65	60	41.0	24.0	57.0	66.0	36.0	50.0	48.0	48.0	57.0	53.0	65.0	64.0	69.0	55.0	63.0	49.0	82.0	60.0	74.0	39.0	67.0	49.0	32.0	52.0	45.0	60.0	66.0	66.0	65.0	13.0	9.0	10.0	16.0	13.0	866	2014.0	2020	6.0	Defending
	1254	198949	K. Malcuit	26	France	76	77	Napoli	7.5	47.0	2009	Right	2.0	3.0	3.0	High/ Medium	Normal	No	RB	2018-08-08	2022-01-01	70	170	71	71	71	75	73	73	73	75	73	73	73	76	73	73	73	76	77	75	75	75	77	76	74	74	74	76	78.0	66.0	63.0	76.0	56.0	78.0	58.0	47.0	69.0	75.0	80.0	87.0	76.0	70.0	70.0	66.0	72.0	77.0	76.0	56.0	77.0	71.0	66.0	66.0	55.0	67.0	72.0	74.0	75.0	12.0	13.0	12.0	9.0	11.0	13.3	2018.0	2022	4.0	Defending
	631	201510	L. Kurzawa	25	France	79	82	Paris Saint-Germain	13	68.0	2110	Left	2.0	3.0	4.0	High/ Low	Lean	Yes	LB	2015-08-27	2020-01-01	72	168	76	76	76	78	78	78	78	78	78	78	78	79	78	78	78	79	79	78	78	78	79	79	78	78	78	79	79.0	73.0	75.0	80.0	61.0	76.0	73.0	53.0	72.0	80.0	79.0	74.0	75.0	80.0	72.0	69.0	82.0	79.0	72.0	67.0	75.0	76.0	76.0	75.0	54.0	76.0	72.0	77.0	79.0	14.0	10.0	7.0	9.0	15.0	25	2015.0	2020	5.0	Defending
	62	201535	R. Varane	25	France	86	91	Real Madrid	50	210.0	1895	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	RCB	2011-07-01	2022-01-01	75	179	65	65	65	64	66	66	66	64	67	67	67	67	72	72	72	67	78	82	82	82	78	81	86	86	86	81	36.0	40.0	83.0	75.0	42.0	57.0	46.0	54.0	76.0	77.0	83.0	85.0	63.0	83.0	40.0	52.0	79.0	73.0	84.0	53.0	77.0	82.0	44.0	56.0	43.0	82.0	87.0	88.0	87.0	11.0	11.0	9.0	5.0	14.0	106.3	2011.0	2022	11.0	Defending
	45	195864	P. Pogba	25	France	87	91	Manchester United	64	210.0	2247	Right	4.0	4.0	5.0	High/ Low	Normal	Yes	RDM	2016-08-09	2021-01-01	76	185	84	84	84	85	85	85	85	85	86	86	86	86	87	87	87	86	80	81	81	81	80	78	77	77	77	78	80.0	73.0	73.0	86.0	85.0	87.0	84.0	82.0	90.0	90.0	71.0	79.0	74.0	81.0	64.0	90.0	83.0	88.0	89.0	81.0	78.0	66.0	81.0	87.0	81.0	87.0	66.0	70.0	68.0	5.0	6.0	2.0	4.0	3.0	123.2	2016.0	2021	5.0	Midfield
	372	193105	A. Areola	25	France	81	85	Paris Saint-Germain	16.5	61.0	1266	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2010-07-01	2019-01-01	77	207	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	20.0	19.0	14.0	41.0	16.0	12.0	16.0	16.0	32.0	22.0	54.0	52.0	53.0	77.0	58.0	25.0	59.0	28.0	80.0	14.0	26.0	23.0	17.0	34.0	25.0	64.0	11.0	18.0	12.0	83.0	78.0	70.0	77.0	84.0	31.8	2010.0	2019	9.0	Goalkeeper
	113	212218	A. Laporte	24	France	84	88	Manchester City	34	135.0	1912	Left	2.0	3.0	2.0	Medium/ Medium	Normal	Yes	LCB	2018-01-30	2023-01-01	74	187	66	66	66	63	65	65	65	63	65	65	65	66	72	72	72	66	77	81	81	81	77	79	84	84	84	79	58.0	45.0	85.0	76.0	40.0	59.0	61.0	69.0	78.0	73.0	62.0	66.0	45.0	83.0	55.0	68.0	75.0	67.0	82.0	47.0	75.0	85.0	54.0	57.0	44.0	77.0	85.0	86.0	87.0	10.0	11.0	5.0	14.0	5.0	65.5	2018.0	2023	5.0	Defending
	42	205600	S. Umtiti	24	France	87	92	FC Barcelona	57	205.0	2147	Left	3.0	3.0	2.0	Medium/ High	Normal	Yes	CB	2016-07-12	2023-01-01	72	165	73	73	73	72	72	72	72	72	72	72	72	73	76	76	76	73	83	84	84	84	83	84	87	87	87	84	69.0	51.0	79.0	81.0	70.0	69.0	72.0	62.0	73.0	77.0	71.0	73.0	68.0	82.0	66.0	83.0	89.0	78.0	84.0	74.0	81.0	87.0	58.0	58.0	61.0	82.0	90.0	89.0	86.0	15.0	10.0	14.0	12.0	15.0	121.1	2016.0	2023	7.0	Defending
	434	219809	T. Bakayoko	23	France	80	85	Milan	17	85.0	1928	Right	2.0	3.0	3.0	Medium/ Medium	Lean	Yes	LCM	NaT	2019-06-30	74	187	65	65	65	68	69	69	69	68	71	71	71	71	76	76	76	71	76	80	80	80	76	77	80	80	80	77	55.0	37.0	71.0	78.0	36.0	76.0	51.0	37.0	75.0	77.0	67.0	69.0	64.0	74.0	57.0	72.0	76.0	83.0	80.0	50.0	87.0	80.0	60.0	73.0	45.0	68.0	71.0	84.0	82.0	11.0	15.0	11.0	14.0	10.0	19.8	2017.0	2019	2.0	Midfield
	1743	219732	G. Nkoudou	23	France	75	80	Tottenham Hotspur	9	58.0	1856	Right	1.0	4.0	3.0	High/ Low	Lean	Yes	LM	2016-08-31	2021-01-01	69	161	71	71	71	77	75	75	75	77	75	75	75	76	68	68	68	76	60	54	54	54	60	57	47	47	47	57	74.0	65.0	49.0	73.0	74.0	79.0	74.0	58.0	62.0	74.0	89.0	88.0	86.0	74.0	89.0	67.0	56.0	64.0	60.0	71.0	48.0	21.0	72.0	67.0	61.0	70.0	32.0	37.0	42.0	10.0	13.0	8.0	6.0	13.0	17.3	2016.0	2021	5.0	Midfield
	352	204884	B. Mendy	23	France	81	86	Manchester City	20	105.0	2038	Left	2.0	3.0	3.0	High/ Low	Normal	Yes	LB	2017-07-24	2022-01-01	73	187	70	70	70	76	75	75	75	76	76	76	76	78	78	78	78	78	82	80	80	80	82	82	79	79	79	82	87.0	33.0	65.0	80.0	31.0	80.0	80.0	34.0	69.0	79.0	77.0	86.0	68.0	80.0	70.0	79.0	71.0	81.0	81.0	65.0	75.0	79.0	77.0	76.0	50.0	79.0	78.0	79.0	81.0	7.0	7.0	9.0	15.0	9.0	38.5	2017.0	2022	5.0	Defending
	239	220440	C. Lenglet	23	France	82	88	FC Barcelona	26	135.0	1775	Left	1.0	4.0	2.0	Medium/ High	Lean	Yes	LCB	2018-07-12	2023-01-01	73	179	59	59	59	60	62	62	62	60	64	64	64	64	70	70	70	64	74	79	79	79	74	77	82	82	82	77	36.0	23.0	78.0	78.0	24.0	60.0	25.0	27.0	69.0	76.0	72.0	73.0	62.0	79.0	60.0	58.0	79.0	73.0	80.0	35.0	80.0	82.0	47.0	60.0	43.0	74.0	85.0	82.0	81.0	10.0	10.0	9.0	12.0	7.0	58.5	2018.0	2023	5.0	Defending
	168	210008	A. Rabiot	23	France	83	87	Paris Saint-Germain	33	91.0	2184	Left	2.0	3.0	3.0	High/ Medium	Lean	Yes	CM	2012-07-01	2019-01-01	76	176	79	79	79	79	80	80	80	79	81	81	81	80	83	83	83	80	80	82	82	82	80	79	79	79	79	79	70.0	69.0	77.0	85.0	72.0	79.0	73.0	59.0	83.0	83.0	73.0	74.0	79.0	83.0	72.0	80.0	73.0	82.0	80.0	79.0	76.0	80.0	76.0	80.0	69.0	82.0	70.0	81.0	75.0	9.0	12.0	9.0	7.0	15.0	63.5	2012.0	2019	7.0	Midfield
	162	219683	C. Tolisso	23	France	83	88	FC Bayern München	34	85.0	2207	Right	2.0	3.0	3.0	High/ Medium	Normal	Yes	CM	2017-07-01	2022-01-01	71	179	80	80	80	79	80	80	80	79	81	81	81	80	83	83	83	80	78	82	82	82	78	78	79	79	79	78	67.0	75.0	82.0	84.0	62.0	77.0	66.0	73.0	86.0	81.0	75.0	66.0	75.0	83.0	74.0	82.0	90.0	87.0	77.0	81.0	81.0	76.0	79.0	80.0	70.0	74.0	75.0	78.0	71.0	7.0	10.0	14.0	9.0	14.0	58.7	2017.0	2022	5.0	Midfield
	238	220814	L. Hernández	22	France	82	88	Atlético Madrid	25.5	53.0	1953	Left	1.0	3.0	3.0	Medium/ High	Normal	Yes	LB	2015-07-01	2024-01-01	72	168	67	67	67	70	69	69	69	70	70	70	70	73	72	72	72	73	82	80	80	80	82	83	83	83	83	83	78.0	42.0	83.0	80.0	38.0	65.0	53.0	28.0	63.0	79.0	80.0	84.0	70.0	80.0	67.0	62.0	83.0	82.0	76.0	47.0	86.0	81.0	57.0	61.0	34.0	76.0	76.0	83.0	86.0	10.0	7.0	8.0	14.0	10.0	57.4	2015.0	2024	9.0	Defending
	164	213345	K. Coman	22	France	83	87	FC Bayern München	34	85.0	1918	Right	2.0	3.0	5.0	Medium/ Low	Lean	Yes	LM	2015-08-30	2023-01-01	70	157	78	78	78	84	82	82	82	84	82	82	82	83	73	73	73	83	60	53	53	53	60	55	42	42	42	55	81.0	76.0	52.0	77.0	77.0	88.0	84.0	70.0	63.0	83.0	95.0	93.0	87.0	81.0	84.0	77.0	75.0	76.0	61.0	73.0	36.0	23.0	79.0	75.0	70.0	75.0	29.0	17.0	15.0	5.0	3.0	5.0	3.0	5.0	58.7	2015.0	2023	8.0	Midfield
	576	225711	A. Diallo	22	France	79	86	Borussia Dortmund	15	43.0	1876	Left	2.0	3.0	3.0	High/ Medium	Lean	No	LCB	2018-07-01	2023-01-01	73	174	63	63	63	68	66	66	66	68	69	69	69	72	73	73	73	72	77	78	78	78	77	78	79	79	79	78	66.0	38.0	81.0	76.0	39.0	73.0	46.0	32.0	78.0	76.0	75.0	77.0	75.0	78.0	69.0	43.0	84.0	76.0	78.0	24.0	76.0	77.0	56.0	68.0	41.0	81.0	75.0	80.0	78.0	12.0	7.0	7.0	7.0	8.0	28.5	2018.0	2023	5.0	Defending
	163	213565	T. Lemar	22	France	83	89	Atlético Madrid	35.5	64.0	2173	Left	3.0	2.0	4.0	High/ Medium	Lean	Yes	LM	2018-07-01	2023-01-01	67	137	79	79	79	85	84	84	84	85	85	85	85	85	82	82	82	85	77	74	74	74	77	75	67	67	67	75	83.0	75.0	54.0	84.0	78.0	85.0	85.0	81.0	75.0	86.0	86.0	84.0	87.0	80.0	86.0	79.0	71.0	79.0	63.0	76.0	63.0	66.0	77.0	85.0	68.0	80.0	55.0	59.0	63.0	11.0	15.0	13.0	7.0	14.0	79.9	2018.0	2023	5.0	Midfield
	160	225850	P. Kimpembe	22	France	83	89	Paris Saint-Germain	30.5	82.0	1899	Left	2.0	3.0	3.0	High/ High	Normal	Yes	LCB	2015-07-01	2023-01-01	74	176	61	61	61	64	62	62	62	64	66	66	66	68	71	71	71	68	79	81	81	81	79	80	83	83	83	80	62.0	31.0	79.0	79.0	33.0	58.0	50.0	32.0	75.0	78.0	75.0	78.0	74.0	79.0	65.0	55.0	77.0	80.0	84.0	39.0	85.0	83.0	39.0	60.0	50.0	80.0	80.0	83.0	83.0	7.0	8.0	14.0	15.0	9.0	62.5	2015.0	2023	8.0	Defending
	116	211300	A. Martial	22	France	84	90	Manchester United	42.5	165.0	2064	Right	3.0	3.0	4.0	Medium/ Medium	Normal	Yes	LW	2015-09-01	2019-01-01	72	168	84	84	84	85	85	85	85	85	83	83	83	84	76	76	76	84	67	63	63	63	67	64	57	57	57	64	76.0	84.0	69.0	77.0	74.0	87.0	84.0	54.0	60.0	86.0	88.0	89.0	85.0	81.0	81.0	84.0	74.0	75.0	75.0	80.0	58.0	42.0	83.0	73.0	81.0	79.0	38.0	39.0	36.0	9.0	8.0	8.0	15.0	11.0	87.1	2015.0	2019	4.0	Attacking
	155	231443	O. Dembélé	21	France	83	92	FC Barcelona	40	155.0	1993	Left	3.0	5.0	4.0	High/ Low	Lean	Yes	RW	2017-08-28	2022-01-01	70	148	79	79	79	86	85	85	85	86	85	85	85	85	77	77	77	85	66	61	61	61	66	62	49	49	49	62	78.0	78.0	43.0	78.0	76.0	90.0	78.0	64.0	70.0	83.0	93.0	92.0	90.0	82.0	85.0	83.0	59.0	73.0	46.0	70.0	54.0	36.0	79.0	84.0	75.0	75.0	42.0	30.0	33.0	6.0	6.0	14.0	10.0	13.0	90	2017.0	2022	5.0	Attacking
	13290	242242	S. Cibois	20	France	62	79	Paris Saint-Germain	550	5.0	964	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2018-01-01	2021-01-01	76	181	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	8.0	10.0	28.0	9.0	11.0	14.0	10.0	23.0	25.0	36.0	30.0	32.0	55.0	54.0	19.0	59.0	28.0	65.0	10.0	20.0	15.0	10.0	30.0	15.0	48.0	8.0	11.0	10.0	62.0	63.0	60.0	60.0	63.0	1.4	2018.0	2021	3.0	Goalkeeper
	13687	240311	L. Zidane	20	France	62	71	Real Madrid	350	9.0	944	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2016-07-01	2019-01-01	72	170	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	8.0	12.0	22.0	6.0	10.0	14.0	11.0	15.0	14.0	33.0	32.0	36.0	54.0	49.0	15.0	63.0	38.0	50.0	5.0	16.0	14.0	5.0	45.0	19.0	36.0	13.0	11.0	13.0	65.0	60.0	61.0	62.0	61.0	788	2016.0	2019	3.0	Goalkeeper
	1524	232411	C. Nkunku	20	France	76	84	Paris Saint-Germain	11.5	46.0	2042	Right	1.0	3.0	3.0	Medium/ High	Lean	No	CM	2015-12-23	2020-01-01	70	159	75	75	75	78	78	78	78	78	78	78	78	77	76	76	76	77	74	73	73	73	74	73	70	70	70	73	69.0	76.0	59.0	79.0	59.0	82.0	77.0	69.0	72.0	80.0	76.0	75.0	78.0	70.0	79.0	79.0	59.0	71.0	63.0	74.0	62.0	69.0	73.0	73.0	65.0	72.0	69.0	72.0	70.0	5.0	6.0	10.0	15.0	7.0	23.6	2015.0	2020	5.0	Midfield
	1857	238476	D. Zagadou	19	France	75	85	Borussia Dortmund	9	16.0	1559	Left	1.0	3.0	2.0	Medium/ Medium	Stocky	No	CB	2017-07-01	2022-01-01	77	198	53	53	53	50	51	51	51	50	52	52	52	54	57	57	57	54	66	69	69	69	66	69	76	76	76	69	46.0	26.0	77.0	71.0	25.0	49.0	37.0	25.0	55.0	54.0	52.0	69.0	47.0	70.0	34.0	56.0	64.0	61.0	87.0	24.0	75.0	70.0	31.0	42.0	30.0	68.0	71.0	81.0	75.0	9.0	13.0	5.0	14.0	14.0	17.1	2017.0	2022	5.0	Defending
	6690	241941	S. Nsoki	19	France	68	84	Paris Saint-Germain	1.7	10.0	1670	Left	1.0	2.0	3.0	Medium/ Medium	Normal	No	LB	2018-07-01	2021-01-01	73	172	57	57	57	61	58	58	58	61	59	59	59	63	61	61	61	63	68	67	67	67	68	69	71	71	71	69	64.0	34.0	67.0	68.0	32.0	65.0	48.0	31.0	62.0	65.0	73.0	75.0	59.0	60.0	54.0	42.0	67.0	59.0	79.0	36.0	68.0	65.0	51.0	45.0	37.0	64.0	69.0	71.0	72.0	8.0	12.0	13.0	9.0	10.0	4.3	2018.0	2021	3.0	Defending
	11179	234795	A. Bernede	19	France	64	75	Paris Saint-Germain	750	6.0	1625	Left	1.0	3.0	3.0	Medium/ Medium	Normal	No	CAM	2018-07-01	2019-01-01	70	163	58	58	58	62	62	62	62	62	64	64	64	63	63	63	63	63	56	59	59	59	56	55	54	54	54	55	51.0	49.0	47.0	73.0	52.0	66.0	59.0	58.0	64.0	72.0	65.0	57.0	68.0	45.0	66.0	62.0	34.0	48.0	56.0	44.0	52.0	40.0	55.0	66.0	59.0	65.0	57.0	58.0	46.0	9.0	15.0	11.0	6.0	15.0	1.5	2018.0	2019	1.0	Midfield
	11364	241497	C. Dagba	19	France	64	79	Paris Saint-Germain	875	5.0	1611	Right	1.0	2.0	3.0	Medium/ Medium	Lean	No	RB	2018-07-01	2023-01-01	67	137	52	52	52	60	56	56	56	60	58	58	58	62	58	58	58	62	65	61	61	61	65	64	60	60	60	64	65.0	28.0	51.0	65.0	37.0	64.0	50.0	41.0	58.0	64.0	76.0	78.0	79.0	55.0	87.0	43.0	62.0	58.0	49.0	24.0	52.0	58.0	49.0	48.0	38.0	54.0	61.0	63.0	64.0	7.0	6.0	9.0	11.0	11.0	2.2	2018.0	2023	5.0	Defending
	25	231747	K. Mbappé	19	France	88	95	Paris Saint-Germain	81	100.0	2118	Right	3.0	4.0	5.0	High/ Medium	Lean	Yes	RM	2018-07-01	2022-01-01	70	161	88	88	88	90	90	90	90	90	89	89	89	89	81	81	81	89	69	65	65	65	69	65	57	57	57	65	77.0	88.0	77.0	82.0	78.0	90.0	77.0	63.0	73.0	91.0	96.0	96.0	92.0	87.0	83.0	79.0	75.0	83.0	71.0	78.0	62.0	38.0	88.0	82.0	70.0	86.0	34.0	34.0	32.0	13.0	5.0	7.0	11.0	6.0	166.1	2018.0	2022	4.0	Midfield
	12357	229194	A. Georgen	19	France	63	80	Paris Saint-Germain	700	5.0	1661	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	RB	2017-07-01	2020-01-01	68	148	58	58	58	62	59	59	59	62	59	59	59	62	56	56	56	62	64	59	59	59	64	64	61	61	61	64	70.0	48.0	53.0	59.0	41.0	65.0	45.0	46.0	48.0	65.0	75.0	75.0	76.0	52.0	81.0	56.0	60.0	55.0	56.0	43.0	52.0	53.0	55.0	43.0	48.0	55.0	63.0	65.0	64.0	7.0	7.0	11.0	10.0	14.0	1.7	2017.0	2020	3.0	Defending
	4590	236496	M. Guendouzi	19	France	71	84	Arsenal	4	20.0	1860	Right	1.0	3.0	3.0	Medium/ High	Lean	No	CDM	2018-07-11	2023-01-01	73	150	64	64	64	67	66	66	66	67	69	69	69	68	71	71	71	68	69	71	71	71	69	68	68	68	68	68	67.0	56.0	64.0	74.0	49.0	69.0	68.0	55.0	75.0	68.0	66.0	60.0	64.0	67.0	65.0	69.0	66.0	69.0	63.0	65.0	73.0	71.0	51.0	73.0	49.0	73.0	62.0	69.0	64.0	6.0	13.0	6.0	13.0	11.0	10	2018.0	2023	5.0	Midfield
	5407	241852	M. Diaby	18	France	70	85	Paris Saint-Germain	3.7	19.0	1709	Left	1.0	2.0	3.0	Medium/ Low	Lean	No	RW	2018-07-01	2020-01-01	67	143	65	65	65	72	70	70	70	72	71	71	71	72	65	65	65	72	58	54	54	54	58	55	45	45	45	55	66.0	64.0	36.0	70.0	60.0	74.0	60.0	41.0	67.0	74.0	87.0	87.0	84.0	58.0	86.0	71.0	62.0	57.0	39.0	51.0	50.0	31.0	65.0	64.0	42.0	60.0	39.0	39.0	38.0	8.0	9.0	8.0	8.0	14.0	9.1	2018.0	2020	2.0	Attacking
	11573	239502	W. Bianda	18	France	64	81	Roma	850	4.0	1419	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2018-07-01	2023-01-01	73	181	45	45	45	45	45	45	45	45	46	46	46	48	49	49	49	48	57	59	59	59	57	59	64	64	64	59	31.0	20.0	63.0	55.0	22.0	47.0	32.0	31.0	48.0	53.0	61.0	63.0	43.0	53.0	56.0	36.0	71.0	61.0	73.0	26.0	63.0	57.0	28.0	35.0	41.0	55.0	72.0	62.0	60.0	12.0	6.0	15.0	13.0	10.0	2	2018.0	2023	5.0	Defending
	8966	245035	C. Gomes	17	France	66	84	Manchester City	1.1	10.0	1760	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CDM	2018-07-23	2023-01-01	71	154	61	61	61	62	62	62	62	62	63	63	63	62	64	64	64	62	65	66	66	66	65	66	66	66	66	66	49.0	56.0	60.0	68.0	39.0	60.0	59.0	51.0	64.0	62.0	76.0	71.0	76.0	65.0	69.0	63.0	56.0	62.0	62.0	58.0	69.0	62.0	43.0	61.0	54.0	60.0	65.0	68.0	66.0	10.0	5.0	12.0	12.0	7.0	2.8	2018.0	2023	5.0	Midfield
	10620	243627	Y. Adli	17	France	65	84	Paris Saint-Germain	1.1	7.0	1721	Right	1.0	3.0	3.0	High/ Medium	Lean	No	CM	2018-07-01	2021-01-01	73	172	62	62	62	65	64	64	64	65	66	66	66	66	65	65	65	66	62	62	62	62	62	61	60	60	60	61	62.0	46.0	60.0	67.0	50.0	74.0	60.0	50.0	65.0	72.0	62.0	61.0	65.0	56.0	57.0	67.0	59.0	59.0	63.0	53.0	53.0	51.0	59.0	65.0	55.0	65.0	59.0	57.0	55.0	14.0	12.0	9.0	10.0	14.0	2.6	2018.0	2021	3.0	Midfield
22	33	188567	P. Aubameyang	29	Gabon	88	88	Arsenal	59	265.0	2069	Right	3.0	4.0	4.0	Medium/ Low	Lean	Yes	LM	2018-01-31	2021-01-01	74	176	87	87	87	86	86	86	86	86	84	84	84	84	76	76	76	84	67	61	61	61	67	64	55	55	55	64	77.0	88.0	79.0	77.0	86.0	79.0	80.0	74.0	64.0	82.0	93.0	95.0	76.0	87.0	70.0	82.0	79.0	76.0	76.0	79.0	43.0	48.0	90.0	77.0	76.0	86.0	27.0	25.0	36.0	6.0	9.0	15.0	9.0	9.0	112.1	2018.0	2021	3.0	Midfield
23	22	167495	M. Neuer	32	Germany	89	89	FC Bayern München	38	130.0	1473	Right	5.0	4.0	1.0	Medium/ Medium	Normal	Yes	GK	2011-07-01	2021-01-01	76	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	13.0	25.0	55.0	11.0	30.0	14.0	11.0	59.0	48.0	54.0	60.0	51.0	84.0	35.0	25.0	77.0	43.0	80.0	16.0	29.0	30.0	12.0	70.0	47.0	70.0	17.0	10.0	11.0	90.0	86.0	91.0	87.0	87.0	62.7	2011.0	2021	10.0	Goalkeeper
	99	179846	S. Khedira	31	Germany	85	85	Juventus	33	160.0	2154	Right	3.0	4.0	2.0	High/ High	Normal	Yes	RCM	2015-07-01	2021-01-01	74	198	80	80	80	79	81	81	81	79	82	82	82	80	85	85	85	80	81	86	86	86	81	80	84	84	84	80	72.0	72.0	76.0	85.0	78.0	81.0	68.0	68.0	82.0	84.0	54.0	60.0	55.0	87.0	54.0	82.0	68.0	78.0	87.0	78.0	82.0	86.0	79.0	82.0	69.0	84.0	80.0	83.0	76.0	11.0	9.0	5.0	15.0	8.0	54.5	2015.0	2021	6.0	Midfield
	1048	188802	M. Schmelzer	30	Germany	77	77	Borussia Dortmund	6.5	43.0	1957	Left	2.0	2.0	2.0	High/ High	Normal	Yes	LB	2008-07-01	2021-01-01	71	163	64	64	64	66	65	65	65	66	65	65	65	68	68	68	68	68	77	76	76	76	77	78	77	77	77	78	73.0	37.0	68.0	74.0	47.0	63.0	73.0	67.0	63.0	69.0	74.0	78.0	65.0	77.0	63.0	74.0	75.0	82.0	75.0	60.0	81.0	78.0	54.0	52.0	46.0	72.0	75.0	78.0	80.0	14.0	10.0	15.0	9.0	8.0	11.1	2008.0	2021	13.0	Defending
	509	186569	S. Ulreich	29	Germany	80	80	FC Bayern München	10	61.0	1137	Right	2.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2015-07-01	2021-01-01	76	185	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	12.0	8.0	41.0	13.0	13.0	12.0	15.0	38.0	22.0	41.0	40.0	34.0	79.0	39.0	24.0	66.0	29.0	41.0	11.0	25.0	14.0	8.0	42.0	22.0	45.0	16.0	18.0	14.0	79.0	72.0	69.0	80.0	86.0	16.5	2015.0	2021	6.0	Goalkeeper
	95	183907	J. Boateng	29	Germany	85	85	FC Bayern München	30	115.0	1948	Right	4.0	4.0	2.0	Medium/ Medium	Stocky	Yes	RCB	2011-07-14	2021-01-01	76	198	66	66	66	66	67	67	67	66	69	69	69	70	75	75	75	70	79	83	83	83	79	81	86	86	86	81	69.0	34.0	85.0	75.0	52.0	64.0	53.0	31.0	83.0	70.0	67.0	72.0	56.0	82.0	52.0	78.0	74.0	69.0	91.0	58.0	81.0	81.0	47.0	75.0	46.0	84.0	84.0	87.0	87.0	7.0	12.0	15.0	6.0	5.0	49.5	2011.0	2021	10.0	Defending
	34	178603	M. Hummels	29	Germany	88	88	FC Bayern München	46	160.0	2038	Right	4.0	3.0	3.0	High/ Medium	Normal	Yes	LCB	2016-07-01	2021-01-01	75	203	72	72	72	71	72	72	72	71	74	74	74	73	80	80	80	73	81	86	86	86	81	83	88	88	88	83	64.0	55.0	87.0	81.0	60.0	68.0	65.0	53.0	85.0	81.0	53.0	64.0	63.0	87.0	60.0	71.0	68.0	66.0	84.0	51.0	69.0	92.0	56.0	79.0	68.0	91.0	88.0	90.0	88.0	15.0	6.0	10.0	5.0	6.0	75.9	2016.0	2021	5.0	Defending
	68	188350	M. Reus	29	Germany	86	86	Borussia Dortmund	43.5	100.0	2172	Right	4.0	4.0	4.0	High/ Medium	Lean	Yes	LM	2012-07-01	2023-01-01	71	157	85	85	85	88	88	88	88	88	88	88	88	87	82	82	82	87	71	67	67	67	71	67	57	57	57	67	79.0	87.0	49.0	86.0	90.0	87.0	89.0	84.0	75.0	86.0	86.0	85.0	86.0	87.0	81.0	88.0	70.0	73.0	67.0	86.0	49.0	50.0	88.0	86.0	89.0	84.0	47.0	36.0	45.0	12.0	12.0	13.0	13.0	11.0	74	2012.0	2023	11.0	Midfield
	74	176635	M. Özil	29	Germany	86	86	Arsenal	43.5	190.0	1911	Left	4.0	2.0	4.0	Medium/ Low	Lean	Yes	CAM	2013-09-02	2021-01-01	71	168	78	78	78	85	84	84	84	85	87	87	87	85	81	81	81	85	60	59	59	59	60	55	43	43	43	55	83.0	73.0	54.0	89.0	80.0	84.0	84.0	77.0	82.0	90.0	72.0	69.0	79.0	84.0	70.0	70.0	48.0	69.0	57.0	75.0	48.0	24.0	83.0	91.0	67.0	82.0	24.0	16.0	19.0	6.0	14.0	10.0	6.0	14.0	82.7	2013.0	2021	8.0	Midfield
	11	182521	T. Kroos	28	Germany	90	90	Real Madrid	76.5	355.0	2190	Right	4.0	5.0	3.0	Medium/ Medium	Normal	Yes	LCM	2014-07-17	2022-01-01	72	168	81	81	81	84	85	85	85	84	87	87	87	85	89	89	89	85	82	85	85	85	82	80	75	75	75	80	88.0	76.0	54.0	92.0	82.0	81.0	86.0	84.0	93.0	90.0	64.0	62.0	70.0	89.0	71.0	87.0	30.0	75.0	73.0	92.0	60.0	82.0	79.0	86.0	73.0	85.0	72.0	79.0	69.0	10.0	11.0	13.0	7.0	10.0	156.8	2014.0	2022	8.0	Midfield
	66	189596	T. Müller	28	Germany	86	86	FC Bayern München	45	135.0	2097	Right	4.0	4.0	3.0	High/ High	Lean	Yes	CAM	2008-08-10	2021-01-01	73	165	85	85	85	84	85	85	85	84	85	85	85	84	82	82	82	84	71	69	69	69	71	69	62	62	62	69	79.0	87.0	82.0	83.0	84.0	75.0	81.0	59.0	72.0	82.0	73.0	75.0	75.0	91.0	72.0	78.0	81.0	87.0	68.0	80.0	57.0	58.0	92.0	85.0	60.0	83.0	44.0	41.0	44.0	6.0	7.0	11.0	14.0	14.0	74.3	2008.0	2021	13.0	Midfield
	136	186942	I. Gündoğan	27	Germany	84	84	Manchester City	32	175.0	2138	Right	3.0	4.0	4.0	High/ Medium	Normal	Yes	CM	2016-07-01	2020-01-01	71	176	78	78	78	82	83	83	83	82	85	85	85	83	85	85	85	83	78	80	80	80	78	75	73	73	73	75	74.0	73.0	50.0	88.0	75.0	85.0	81.0	74.0	83.0	86.0	67.0	68.0	78.0	85.0	78.0	77.0	61.0	69.0	72.0	73.0	70.0	77.0	79.0	86.0	76.0	87.0	73.0	68.0	64.0	11.0	14.0	5.0	5.0	13.0	59.2	2016.0	2020	4.0	Midfield
	1230	200215	S. Rode	27	Germany	76	77	Borussia Dortmund	7.5	40.0	1977	Right	2.0	3.0	3.0	High/ High	Normal	No	CDM	2016-07-01	2020-01-01	70	165	69	69	69	70	71	71	71	70	72	72	72	71	73	73	73	71	74	77	77	77	74	75	77	77	77	75	66.0	55.0	66.0	75.0	55.0	71.0	51.0	52.0	71.0	72.0	69.0	64.0	70.0	74.0	74.0	75.0	76.0	68.0	74.0	65.0	83.0	79.0	69.0	71.0	51.0	74.0	78.0	77.0	77.0	9.0	8.0	14.0	7.0	11.0	13.3	2016.0	2020	4.0	Midfield
	131	192563	B. Leno	26	Germany	84	87	Arsenal	27	115.0	1278	Right	3.0	4.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-01	2023-01-01	75	183	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	9.0	9.0	13.0	45.0	10.0	16.0	9.0	8.0	40.0	22.0	46.0	52.0	52.0	80.0	44.0	23.0	73.0	43.0	68.0	14.0	28.0	22.0	7.0	54.0	23.0	66.0	27.0	15.0	18.0	84.0	82.0	75.0	85.0	82.0	53.3	2018.0	2023	5.0	Goalkeeper
	280	192318	M. Götze	26	Germany	82	85	Borussia Dortmund	27	67.0	2101	Right	4.0	4.0	4.0	Medium/ Medium	Normal	Yes	CM	2016-08-01	2020-01-01	69	165	78	78	78	83	83	83	83	83	85	85	85	84	84	84	84	84	75	75	75	75	75	71	66	66	66	71	78.0	75.0	51.0	87.0	86.0	84.0	81.0	72.0	82.0	90.0	74.0	64.0	86.0	84.0	85.0	68.0	58.0	73.0	68.0	66.0	58.0	65.0	81.0	86.0	77.0	85.0	63.0	53.0	57.0	14.0	7.0	12.0	6.0	10.0	47.9	2016.0	2020	4.0	Midfield
	281	192227	S. Mustafi	26	Germany	82	84	Arsenal	22.5	115.0	1914	Right	3.0	3.0	2.0	Medium/ High	Normal	Yes	RCB	2016-08-30	2021-01-01	72	181	67	67	67	64	65	65	65	64	66	66	66	65	70	70	70	65	75	79	79	79	75	77	83	83	83	77	53.0	58.0	81.0	77.0	51.0	53.0	55.0	47.0	69.0	70.0	58.0	65.0	63.0	82.0	67.0	66.0	83.0	68.0	78.0	52.0	82.0	82.0	50.0	55.0	54.0	73.0	80.0	82.0	82.0	11.0	9.0	15.0	10.0	6.0	44.4	2016.0	2021	5.0	Defending
	18	192448	M. ter Stegen	26	Germany	89	92	FC Barcelona	58	240.0	1328	Right	3.0	4.0	1.0	Medium/ Medium	Normal	Yes	GK	2014-07-01	2022-01-01	74	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	14.0	11.0	36.0	14.0	17.0	18.0	12.0	42.0	18.0	38.0	50.0	37.0	85.0	43.0	22.0	79.0	35.0	79.0	10.0	43.0	22.0	11.0	69.0	25.0	69.0	25.0	13.0	10.0	87.0	85.0	88.0	85.0	90.0	123.3	2014.0	2022	8.0	Goalkeeper
	257	205452	A. Rüdiger	25	Germany	82	84	Chelsea	22.5	110.0	1843	Right	2.0	3.0	2.0	Medium/ High	Lean	Yes	CB	2017-07-09	2022-01-01	75	187	60	60	60	61	60	60	60	61	62	62	62	64	67	67	67	64	76	78	78	78	76	78	83	83	83	78	68.0	27.0	80.0	75.0	34.0	59.0	35.0	56.0	72.0	69.0	67.0	78.0	59.0	82.0	50.0	70.0	73.0	60.0	82.0	41.0	88.0	80.0	33.0	57.0	40.0	72.0	82.0	85.0	82.0	14.0	15.0	10.0	12.0	8.0	43.3	2017.0	2022	5.0	Defending
	588	216497	M. Philipp	24	Germany	79	84	Borussia Dortmund	17	53.0	1974	Right	2.0	4.0	4.0	High/ Medium	Lean	No	ST	2017-07-01	2022-01-01	72	174	79	79	79	81	81	81	81	81	81	81	81	79	74	74	74	79	64	62	62	62	64	61	55	55	55	61	66.0	81.0	54.0	78.0	80.0	85.0	68.0	65.0	62.0	82.0	84.0	79.0	83.0	79.0	75.0	82.0	59.0	68.0	68.0	79.0	55.0	39.0	79.0	74.0	75.0	67.0	39.0	48.0	39.0	8.0	12.0	10.0	10.0	9.0	30.2	2017.0	2022	5.0	Attacking
	1859	205966	A. Younes	24	Germany	75	76	Napoli	8	47.0	1820	Right	2.0	3.0	4.0	Medium/ Medium	Normal	No	LW	2018-07-01	2022-01-01	66	157	69	69	69	77	76	76	76	77	78	78	78	77	73	73	73	77	61	59	59	59	61	57	48	48	48	57	56.0	58.0	44.0	77.0	62.0	88.0	78.0	59.0	57.0	84.0	84.0	75.0	84.0	77.0	92.0	55.0	37.0	79.0	50.0	56.0	55.0	42.0	74.0	76.0	58.0	69.0	30.0	43.0	25.0	15.0	11.0	9.0	15.0	15.0	14.2	2018.0	2022	4.0	Attacking
	184	202166	J. Draxler	24	Germany	83	86	Paris Saint-Germain	32.5	91.0	2112	Right	3.0	5.0	4.0	Medium/ Medium	Lean	Yes	CM	2017-01-03	2021-01-01	74	170	82	82	82	86	85	85	85	86	86	86	86	85	83	83	83	85	73	72	72	72	73	70	64	64	64	70	83.0	78.0	65.0	84.0	84.0	88.0	78.0	76.0	79.0	89.0	78.0	77.0	80.0	83.0	75.0	86.0	75.0	69.0	66.0	82.0	48.0	66.0	79.0	84.0	63.0	83.0	39.0	64.0	44.0	11.0	13.0	5.0	13.0	8.0	62.6	2017.0	2021	4.0	Midfield
	448	208333	E. Can	24	Germany	80	85	Juventus	19.5	91.0	2153	Right	2.0	4.0	3.0	High/ High	Normal	Yes	CM	2018-07-01	2022-01-01	72	181	75	75	75	76	77	77	77	76	78	78	78	77	81	81	81	77	80	83	83	83	80	80	82	82	82	80	70.0	60.0	72.0	81.0	61.0	76.0	68.0	65.0	80.0	81.0	69.0	73.0	73.0	78.0	71.0	81.0	76.0	85.0	83.0	75.0	85.0	81.0	73.0	79.0	60.0	74.0	82.0	81.0	80.0	14.0	8.0	8.0	13.0	11.0	33.6	2018.0	2022	4.0	Midfield
	82	212622	J. Kimmich	23	Germany	85	88	FC Bayern München	40.5	92.0	2185	Right	3.0	4.0	3.0	High/ Low	Lean	Yes	RCM	2015-07-01	2023-01-01	69	154	78	78	78	82	81	81	81	82	82	82	82	84	84	84	84	84	84	83	83	83	84	83	80	80	80	83	90.0	66.0	74.0	85.0	61.0	80.0	81.0	61.0	80.0	85.0	78.0	68.0	84.0	85.0	83.0	75.0	79.0	85.0	65.0	69.0	74.0	79.0	80.0	79.0	44.0	82.0	75.0	81.0	79.0	8.0	15.0	7.0	15.0	15.0	69.9	2015.0	2023	8.0	Midfield
	1093	224425	M. Wolf	23	Germany	77	82	Borussia Dortmund	12	41.0	1987	Right	2.0	4.0	3.0	High/ Medium	Lean	No	RM	2018-07-01	2023-01-01	74	181	75	75	75	78	77	77	77	78	76	76	76	78	73	73	73	78	72	69	69	69	72	70	65	65	65	70	75.0	75.0	60.0	73.0	62.0	78.0	69.0	71.0	61.0	78.0	83.0	84.0	68.0	73.0	67.0	70.0	53.0	86.0	68.0	67.0	73.0	64.0	74.0	74.0	52.0	68.0	67.0	54.0	50.0	12.0	15.0	7.0	16.0	8.0	21.3	2018.0	2023	5.0	Midfield
	2263	214622	J. Toljan	23	Germany	74	78	Borussia Dortmund	6	30.0	1804	Right	2.0	4.0	3.0	Medium/ Medium	Lean	No	RB	2017-08-30	2022-01-01	72	163	60	60	60	68	64	64	64	68	66	66	66	71	67	67	67	71	76	70	70	70	76	75	70	70	70	75	76.0	39.0	50.0	75.0	41.0	69.0	39.0	32.0	63.0	74.0	89.0	92.0	74.0	67.0	70.0	49.0	84.0	77.0	66.0	38.0	62.0	68.0	56.0	48.0	39.0	58.0	64.0	74.0	73.0	10.0	13.0	10.0	11.0	12.0	10.7	2017.0	2022	5.0	Defending
	169	209658	L. Goretzka	23	Germany	83	88	FC Bayern München	34	85.0	2203	Right	3.0	4.0	3.0	High/ High	Lean	Yes	CM	2018-07-01	2022-01-01	74	174	80	80	80	82	82	82	82	82	83	83	83	83	84	84	84	83	83	83	83	83	83	82	80	80	80	82	75.0	72.0	75.0	84.0	68.0	81.0	76.0	75.0	79.0	83.0	84.0	79.0	76.0	83.0	70.0	77.0	67.0	86.0	70.0	78.0	80.0	83.0	77.0	82.0	60.0	80.0	70.0	79.0	78.0	13.0	8.0	15.0	11.0	9.0	58.7	2018.0	2022	4.0	Midfield
	583	222028	J. Weigl	22	Germany	79	84	Borussia Dortmund	14.5	43.0	1918	Right	3.0	3.0	3.0	Medium/ Medium	Lean	No	CDM	2015-07-01	2021-01-01	73	159	64	64	64	71	70	70	70	71	75	75	75	74	79	79	79	74	78	81	81	81	78	77	76	76	76	77	58.0	41.0	63.0	85.0	56.0	74.0	63.0	46.0	80.0	79.0	72.0	59.0	77.0	80.0	65.0	48.0	67.0	80.0	63.0	52.0	64.0	84.0	56.0	77.0	50.0	80.0	74.0	78.0	73.0	6.0	14.0	16.0	11.0	7.0	25.7	2015.0	2021	6.0	Midfield
	55	222492	L. Sané	22	Germany	86	92	Manchester City	61	195.0	2090	Left	2.0	3.0	4.0	High/ Medium	Lean	Yes	LW	2016-08-02	2021-01-01	72	165	84	84	84	86	86	86	86	86	84	84	84	85	76	76	76	85	67	61	61	61	67	63	54	54	54	63	83.0	81.0	72.0	79.0	85.0	88.0	82.0	68.0	64.0	85.0	93.0	96.0	88.0	81.0	81.0	86.0	64.0	79.0	70.0	78.0	61.0	34.0	84.0	82.0	71.0	78.0	36.0	32.0	35.0	8.0	12.0	9.0	9.0	14.0	125.1	2016.0	2021	5.0	Attacking
	11695	232107	E. Oelschlägel	22	Germany	64	73	Borussia Dortmund	525	6.0	1001	Right	1.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-01	2019-01-01	76	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	12.0	25.0	23.0	10.0	11.0	20.0	11.0	18.0	20.0	39.0	42.0	34.0	64.0	27.0	24.0	54.0	29.0	76.0	10.0	24.0	11.0	7.0	27.0	18.0	32.0	8.0	17.0	16.0	67.0	60.0	57.0	58.0	68.0	998	2018.0	2019	1.0	Goalkeeper
	179	206113	S. Gnabry	22	Germany	83	88	FC Bayern München	34.5	85.0	2041	Right	2.0	4.0	4.0	High/ Medium	Normal	Yes	ST	2017-07-01	2020-01-01	69	165	80	80	80	84	83	83	83	84	82	82	82	82	76	76	76	82	67	64	64	64	67	64	56	56	56	64	74.0	81.0	46.0	79.0	83.0	87.0	64.0	62.0	68.0	83.0	92.0	90.0	87.0	80.0	88.0	85.0	64.0	68.0	68.0	81.0	63.0	38.0	80.0	74.0	68.0	74.0	45.0	48.0	45.0	14.0	10.0	10.0	9.0	7.0	59.5	2017.0	2020	3.0	Attacking
	115	212190	N. Süle	22	Germany	84	90	FC Bayern München	36.5	84.0	1648	Right	2.0	3.0	2.0	Medium/ Medium	Stocky	No	CB	2017-07-01	2022-01-01	77	214	58	58	58	51	54	54	54	51	54	54	54	54	62	62	62	54	71	77	77	77	71	75	83	83	83	75	30.0	20.0	86.0	78.0	31.0	42.0	28.0	30.0	63.0	63.0	52.0	84.0	33.0	79.0	33.0	77.0	38.0	65.0	94.0	62.0	82.0	82.0	26.0	30.0	32.0	72.0	82.0	85.0	83.0	15.0	7.0	14.0	7.0	15.0	67.5	2017.0	2022	5.0	Defending
	435	218339	M. Dahoud	22	Germany	80	86	Borussia Dortmund	20	50.0	2052	Right	2.0	4.0	4.0	High/ High	Lean	No	CM	2017-07-01	2022-01-01	70	150	71	71	71	78	77	77	77	78	80	80	80	79	81	81	81	79	76	77	77	77	76	73	68	68	68	73	67.0	60.0	43.0	83.0	59.0	85.0	68.0	53.0	78.0	83.0	78.0	67.0	87.0	79.0	84.0	83.0	76.0	89.0	58.0	78.0	68.0	76.0	66.0	81.0	55.0	60.0	72.0	64.0	59.0	14.0	7.0	9.0	12.0	11.0	38	2017.0	2022	5.0	Midfield
	1107	226229	T. Kehrer	21	Germany	77	84	Paris Saint-Germain	11	43.0	1806	Left	1.0	5.0	3.0	Medium/ High	Lean	No	RB	2018-08-16	2023-01-01	73	168	61	61	61	61	61	61	61	61	61	61	61	63	64	64	64	63	73	72	72	72	73	75	77	77	77	75	56.0	37.0	76.0	63.0	32.0	63.0	45.0	38.0	58.0	64.0	74.0	76.0	69.0	76.0	65.0	65.0	78.0	74.0	70.0	40.0	80.0	75.0	48.0	56.0	36.0	68.0	72.0	81.0	85.0	9.0	9.0	14.0	10.0	12.0	22.6	2018.0	2023	5.0	Defending
	9854	228082	D. Burnić	20	Germany	66	78	Borussia Dortmund	1	8.0	1724	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	CDM	2015-07-01	2019-01-01	71	154	58	58	58	63	62	62	62	63	64	64	64	65	66	66	66	65	66	67	67	67	66	66	64	64	64	66	57.0	41.0	49.0	72.0	47.0	66.0	46.0	39.0	65.0	72.0	69.0	68.0	75.0	66.0	74.0	56.0	70.0	67.0	63.0	37.0	60.0	62.0	47.0	62.0	55.0	54.0	64.0	63.0	61.0	10.0	11.0	10.0	9.0	11.0	1.9	2015.0	2019	4.0	Midfield
	14244	245100	M. Awoudja	20	Germany	61	72	FC Bayern München	375	6.0	1430	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	CB	2018-08-02	2021-01-01	74	190	48	48	48	44	45	45	45	44	46	46	46	47	50	50	50	47	55	57	57	57	55	58	62	62	62	58	29.0	31.0	72.0	57.0	38.0	34.0	28.0	32.0	53.0	43.0	66.0	68.0	53.0	52.0	48.0	46.0	75.0	63.0	72.0	27.0	53.0	57.0	30.0	47.0	42.0	51.0	53.0	61.0	63.0	8.0	7.0	9.0	5.0	8.0	694	2018.0	2021	3.0	Defending
	13174	242980	M. Shabani	19	Germany	62	75	FC Bayern München	575	5.0	1510	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CAM	2018-04-28	2020-01-01	73	159	56	56	56	61	60	60	60	61	63	63	63	61	60	60	60	61	50	50	50	50	50	47	43	43	43	47	53.0	50.0	46.0	69.0	47.0	66.0	48.0	46.0	68.0	67.0	66.0	62.0	67.0	43.0	63.0	57.0	48.0	49.0	56.0	56.0	43.0	25.0	46.0	65.0	52.0	67.0	34.0	36.0	35.0	5.0	8.0	11.0	8.0	15.0	1.3	2018.0	2020	2.0	Midfield
	14253	246127	P. Will	19	Germany	61	77	FC Bayern München	525	5.0	1627	Left	1.0	3.0	3.0	Medium/ Medium	Normal	No	CM	2018-09-04	2021-01-01	73	170	55	55	55	57	57	57	57	57	59	59	59	59	61	61	61	59	61	63	63	63	61	61	63	63	63	61	51.0	41.0	58.0	72.0	36.0	60.0	48.0	49.0	65.0	59.0	58.0	62.0	63.0	56.0	61.0	60.0	60.0	59.0	67.0	42.0	62.0	55.0	42.0	57.0	48.0	52.0	60.0	63.0	65.0	10.0	10.0	11.0	10.0	7.0	1.2	2018.0	2021	3.0	Midfield
	14746	243233	D. Wanner	19	Germany	60	77	Borussia Dortmund	450	3.0	1541	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	LM	2018-04-16	2019-01-01	70	157	57	57	57	61	59	59	59	61	59	59	59	61	54	54	54	61	54	48	48	48	54	51	45	45	45	51	64.0	59.0	43.0	61.0	61.0	66.0	58.0	44.0	42.0	68.0	68.0	67.0	69.0	42.0	67.0	56.0	59.0	62.0	52.0	46.0	43.0	33.0	46.0	48.0	54.0	45.0	36.0	39.0	40.0	5.0	13.0	10.0	7.0	13.0	1	2018.0	2019	1.0	Midfield
	16932	241859	R. Hoffmann	19	Germany	56	74	FC Bayern München	160	2.0	842	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2017-12-09	2021-01-01	76	185	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	8.0	12.0	21.0	9.0	9.0	12.0	11.0	31.0	14.0	23.0	27.0	31.0	44.0	24.0	22.0	42.0	14.0	52.0	11.0	19.0	23.0	3.0	31.0	10.0	26.0	15.0	9.0	13.0	57.0	49.0	64.0	61.0	58.0	364	2017.0	2021	4.0	Goalkeeper
	9935	235266	C. Früchtl	18	Germany	65	86	FC Bayern München	1	3.0	908	Left	1.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2017-04-20	2020-01-01	76	157	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	10.0	11.0	11.0	29.0	9.0	13.0	15.0	14.0	25.0	17.0	25.0	23.0	26.0	49.0	23.0	29.0	40.0	19.0	63.0	8.0	26.0	11.0	6.0	23.0	13.0	22.0	16.0	10.0	13.0	68.0	65.0	66.0	64.0	68.0	2.7	2017.0	2020	3.0	Goalkeeper
	11319	243275	L. Mai	18	Germany	64	84	FC Bayern München	850	5.0	1402	Right	1.0	2.0	2.0	Medium/ Medium	Normal	No	CB	2018-04-21	2021-01-01	75	194	45	45	45	42	42	42	42	42	42	42	42	44	47	47	47	44	56	58	58	58	56	59	65	65	65	59	34.0	25.0	64.0	45.0	35.0	39.0	34.0	32.0	41.0	40.0	54.0	54.0	43.0	63.0	39.0	48.0	69.0	64.0	79.0	22.0	57.0	65.0	28.0	41.0	41.0	49.0	65.0	65.0	64.0	11.0	14.0	7.0	14.0	6.0	2.3	2018.0	2021	3.0	Defending
	15430	243514	J. Meier	18	Germany	59	75	FC Bayern München	290	3.0	1511	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	LB	2018-09-28	2021-01-01	70	172	51	51	51	53	51	51	51	53	50	50	50	53	50	50	50	53	59	56	56	56	59	60	60	60	60	60	53.0	49.0	51.0	45.0	38.0	54.0	43.0	39.0	41.0	43.0	65.0	58.0	62.0	62.0	59.0	38.0	60.0	63.0	63.0	37.0	62.0	56.0	48.0	44.0	33.0	42.0	59.0	65.0	66.0	6.0	10.0	10.0	15.0	14.0	660	2018.0	2021	3.0	Defending
	16279	242947	R. Kehr	18	Germany	57	76	Borussia Dortmund	220	3.0	1398	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	ST	2018-07-01	2021-01-01	74	176	57	57	57	56	56	56	56	56	53	53	53	54	47	47	47	54	43	40	40	40	43	41	39	39	39	41	39.0	59.0	54.0	51.0	45.0	59.0	58.0	34.0	33.0	58.0	69.0	68.0	62.0	47.0	54.0	53.0	63.0	55.0	66.0	45.0	34.0	20.0	48.0	39.0	58.0	46.0	24.0	28.0	20.0	9.0	13.0	13.0	13.0	7.0	512	2018.0	2021	3.0	Attacking
	12290	244024	O. Batista Meier	17	Germany	63	83	FC Bayern München	725	5.0	1503	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	LM	2018-07-01	2021-01-01	70	132	59	59	59	65	64	64	64	65	63	63	63	63	55	55	55	63	49	43	43	43	49	46	37	37	37	46	51.0	60.0	35.0	49.0	47.0	74.0	52.0	45.0	43.0	68.0	76.0	73.0	75.0	61.0	73.0	54.0	36.0	59.0	42.0	57.0	34.0	19.0	57.0	58.0	58.0	54.0	36.0	27.0	27.0	10.0	15.0	14.0	12.0	6.0	1.9	2018.0	2021	3.0	Midfield
	12679	243357	F. Evina	17	Germany	63	81	FC Bayern München	725	5.0	1645	Right	1.0	3.0	3.0	Medium/ Medium	Stocky	No	LM	2018-04-28	2021-01-01	70	161	64	64	64	64	63	63	63	64	62	62	62	64	56	56	56	64	52	48	48	48	52	50	46	46	46	50	59.0	62.0	54.0	57.0	47.0	67.0	57.0	63.0	48.0	67.0	79.0	77.0	69.0	50.0	78.0	68.0	61.0	65.0	71.0	56.0	52.0	21.0	59.0	49.0	59.0	48.0	35.0	35.0	30.0	13.0	9.0	5.0	13.0	10.0	1.6	2018.0	2021	3.0	Midfield
	16133	244140	A. Bakir	17	Germany	58	76	Borussia Dortmund	250	3.0	1434	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	RM	2018-07-01	2021-01-01	70	152	53	53	53	58	55	55	55	58	56	56	56	58	51	51	51	58	47	43	43	43	47	44	39	39	39	44	61.0	48.0	43.0	55.0	52.0	65.0	54.0	44.0	54.0	64.0	67.0	65.0	69.0	46.0	69.0	51.0	62.0	49.0	51.0	41.0	39.0	22.0	44.0	42.0	49.0	48.0	33.0	26.0	24.0	7.0	12.0	9.0	11.0	6.0	581	2018.0	2021	3.0	Midfield
24	679	186832	K. Asamoah	29	Ghana	79	79	Inter	9.5	62.0	2168	Left	2.0	3.0	4.0	High/ High	Stocky	No	LB	2018-07-02	2021-01-01	68	165	75	75	75	78	78	78	78	78	79	79	79	79	80	80	80	79	80	80	80	80	80	80	79	79	79	80	78.0	55.0	68.0	81.0	76.0	82.0	72.0	68.0	79.0	81.0	77.0	77.0	85.0	78.0	83.0	84.0	78.0	76.0	75.0	78.0	82.0	78.0	78.0	76.0	64.0	76.0	80.0	78.0	80.0	5.0	4.0	3.0	4.0	5.0	16.2	2018.0	2021	3.0	Defending
	249	209989	T. Partey	25	Ghana	82	88	Atlético Madrid	25.5	59.0	2068	Right	1.0	3.0	3.0	High/ High	Lean	Yes	CDM	2015-07-01	2023-01-01	73	170	73	73	73	74	75	75	75	74	77	77	77	76	80	80	80	76	79	82	82	82	79	79	81	81	81	79	58.0	63.0	68.0	85.0	53.0	78.0	62.0	58.0	79.0	81.0	73.0	76.0	72.0	77.0	53.0	79.0	84.0	87.0	81.0	75.0	76.0	79.0	60.0	73.0	46.0	75.0	80.0	83.0	80.0	11.0	13.0	9.0	9.0	7.0	57.4	2015.0	2023	8.0	Midfield
25	690	183497	O. Karnezis	32	Greece	79	79	Napoli	7	48.0	1207	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-06	2021-01-01	75	179	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	19.0	16.0	24.0	22.0	14.0	15.0	11.0	11.0	36.0	23.0	44.0	34.0	45.0	75.0	49.0	22.0	64.0	33.0	66.0	18.0	18.0	23.0	10.0	47.0	21.0	60.0	20.0	15.0	24.0	80.0	78.0	72.0	77.0	81.0	11.9	2018.0	2021	3.0	Goalkeeper
	146	172879	Sokratis	30	Greece	84	84	Arsenal	23	140.0	1797	Right	3.0	2.0	2.0	Medium/ High	Normal	Yes	RCB	2018-07-02	2021-01-01	73	187	65	65	65	59	61	61	61	59	59	59	59	60	62	62	62	60	73	74	74	74	73	76	84	84	84	76	47.0	44.0	85.0	60.0	46.0	58.0	29.0	35.0	51.0	58.0	64.0	73.0	60.0	81.0	64.0	77.0	86.0	69.0	86.0	48.0	88.0	77.0	49.0	45.0	24.0	82.0	85.0	87.0	85.0	6.0	8.0	5.0	12.0	5.0	43.7	2018.0	2021	3.0	Defending
	88	192774	K. Manolas	27	Greece	85	87	Roma	37.5	96.0	1642	Right	3.0	2.0	2.0	Low/ High	Normal	No	LCB	2014-08-26	2022-01-01	74	183	52	52	52	52	51	51	51	52	52	52	52	56	59	59	59	56	75	77	77	77	75	79	86	86	86	79	27.0	10.0	80.0	60.0	16.0	54.0	30.0	10.0	61.0	65.0	80.0	85.0	68.0	85.0	59.0	40.0	86.0	76.0	82.0	12.0	86.0	86.0	25.0	22.0	26.0	79.0	86.0	87.0	89.0	8.0	6.0	8.0	15.0	12.0	66.6	2014.0	2022	8.0	Defending
	6937	242000	K. Mavropanos	20	Greece	68	83	Arsenal	1.8	21.0	1457	Right	1.0	2.0	2.0	Medium/ High	Normal	No	CB	2018-01-04	2022-01-01	76	194	46	46	46	43	43	43	43	43	43	43	43	46	48	48	48	46	58	60	60	60	58	61	68	68	68	61	37.0	30.0	66.0	47.0	30.0	41.0	32.0	37.0	48.0	42.0	52.0	60.0	55.0	57.0	39.0	45.0	67.0	64.0	79.0	26.0	65.0	62.0	30.0	37.0	42.0	53.0	70.0	74.0	72.0	12.0	11.0	11.0	10.0	7.0	4.5	2018.0	2022	4.0	Defending
26	161	220971	N. Keïta	23	Guinea	83	88	Liverpool	34	120.0	2082	Right	2.0	4.0	4.0	High/ Medium	Lean	Yes	CM	2018-07-01	2023-01-01	68	141	75	75	75	81	81	81	81	81	84	84	84	81	83	83	83	81	75	78	78	78	75	72	68	68	68	72	62.0	74.0	42.0	88.0	71.0	88.0	64.0	70.0	78.0	88.0	78.0	60.0	89.0	82.0	90.0	76.0	53.0	82.0	58.0	73.0	78.0	75.0	74.0	81.0	58.0	79.0	68.0	62.0	61.0	7.0	14.0	15.0	14.0	9.0	67.2	2018.0	2023	5.0	Midfield
	1156	230613	A. Diawara	20	Guinea	77	87	Napoli	14	41.0	1932	Right	2.0	3.0	3.0	Medium/ High	Lean	No	CM	2016-08-29	2021-01-01	72	163	64	64	64	70	70	70	70	70	73	73	73	73	77	77	77	73	77	79	79	79	77	76	75	75	75	76	64.0	39.0	59.0	82.0	46.0	76.0	62.0	37.0	76.0	80.0	68.0	70.0	78.0	76.0	69.0	66.0	58.0	84.0	70.0	56.0	82.0	77.0	54.0	78.0	52.0	75.0	73.0	76.0	72.0	11.0	14.0	5.0	11.0	11.0	26.6	2016.0	2021	5.0	Midfield
27	41	1179	G. Buffon	40	Italy	88	88	Paris Saint-Germain	4	77.0	1334	Right	4.0	2.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-06	2019-01-01	76	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	15.0	13.0	37.0	17.0	26.0	20.0	13.0	35.0	28.0	49.0	43.0	55.0	79.0	49.0	39.0	75.0	39.0	69.0	13.0	38.0	28.0	12.0	50.0	22.0	70.0	13.0	11.0	11.0	88.0	87.0	74.0	90.0	83.0	7.4	2018.0	2019	1.0	Goalkeeper
	152	137186	A. Barzagli	37	Italy	84	84	Juventus	4.2	95.0	1740	Right	3.0	3.0	2.0	Low/ High	Normal	Yes	CB	2011-01-01	2019-01-01	74	192	55	55	55	57	58	58	58	57	60	60	60	60	66	66	66	60	74	78	78	78	74	77	85	85	85	77	40.0	21.0	72.0	65.0	35.0	64.0	50.0	31.0	65.0	65.0	61.0	77.0	52.0	80.0	64.0	54.0	81.0	53.0	83.0	39.0	66.0	90.0	28.0	62.0	60.0	88.0	94.0	90.0	82.0	4.0	2.0	4.0	2.0	4.0	6.9	2011.0	2019	8.0	Defending
	11083	54037	T. Berni	35	Italy	64	64	Inter	110	5.0	923	Right	1.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2017-07-05	2019-01-01	73	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	15.0	10.0	28.0	13.0	8.0	14.0	13.0	27.0	15.0	29.0	29.0	37.0	59.0	35.0	16.0	43.0	26.0	43.0	16.0	25.0	13.0	10.0	28.0	20.0	58.0	3.0	12.0	12.0	64.0	60.0	59.0	64.0	66.0	187	2017.0	2019	2.0	Goalkeeper
	548	140293	A. Mirante	34	Italy	80	80	Roma	6	51.0	1199	Right	2.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2018-07-01	2021-01-01	76	174	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	10.0	17.0	13.0	35.0	15.0	24.0	17.0	13.0	35.0	25.0	44.0	43.0	50.0	77.0	50.0	23.0	62.0	33.0	55.0	15.0	32.0	17.0	10.0	43.0	21.0	65.0	10.0	12.0	12.0	82.0	80.0	64.0	78.0	82.0	10.2	2018.0	2021	3.0	Goalkeeper
	223	53302	D. De Rossi	34	Italy	83	83	Roma	8	80.0	2101	Right	3.0	4.0	2.0	Medium/ High	Normal	Yes	RDM	2002-07-01	2019-01-01	72	183	71	71	71	69	71	71	71	69	73	73	73	71	78	78	78	71	79	84	84	84	79	80	85	85	85	80	57.0	50.0	81.0	81.0	74.0	64.0	62.0	71.0	80.0	77.0	63.0	67.0	64.0	80.0	72.0	81.0	77.0	74.0	81.0	72.0	84.0	87.0	55.0	71.0	75.0	87.0	90.0	82.0	80.0	10.0	7.0	13.0	10.0	9.0	13.6	2002.0	2019	17.0	Midfield
	24	138956	G. Chiellini	33	Italy	89	89	Juventus	27	215.0	1841	Left	4.0	3.0	2.0	Medium/ High	Normal	Yes	LCB	2005-07-01	2020-01-01	74	187	61	61	61	57	58	58	58	57	57	57	57	59	63	63	63	59	77	79	79	79	77	80	89	89	89	80	58.0	33.0	83.0	59.0	45.0	58.0	60.0	31.0	59.0	57.0	63.0	75.0	54.0	82.0	55.0	78.0	89.0	65.0	89.0	49.0	92.0	88.0	28.0	50.0	50.0	84.0	93.0	93.0	90.0	3.0	3.0	2.0	4.0	3.0	44.6	2005.0	2020	15.0	Defending
	298	183498	M. Parolo	33	Italy	82	82	Lazio	9	59.0	2151	Right	2.0	4.0	3.0	High/ High	Lean	No	RDM	2014-07-01	2020-01-01	72	165	79	79	79	77	79	79	79	77	79	79	79	78	82	82	82	78	80	82	82	82	80	80	80	80	80	80	70.0	70.0	75.0	80.0	76.0	75.0	67.0	55.0	83.0	79.0	68.0	69.0	67.0	82.0	71.0	87.0	77.0	88.0	77.0	86.0	80.0	80.0	82.0	78.0	45.0	78.0	78.0	80.0	82.0	13.0	9.0	6.0	7.0	9.0	15.3	2014.0	2020	6.0	Midfield
	2589	162297	D. Padelli	32	Italy	74	74	Inter	3.2	34.0	1027	Left	2.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2017-07-02	2019-01-01	75	181	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	10.0	10.0	26.0	10.0	10.0	13.0	10.0	29.0	21.0	49.0	39.0	38.0	70.0	27.0	23.0	65.0	30.0	45.0	11.0	12.0	13.0	10.0	30.0	22.0	69.0	8.0	12.0	12.0	74.0	74.0	63.0	76.0	74.0	5.5	2017.0	2019	2.0	Goalkeeper
	70	184344	L. Bonucci	31	Italy	86	86	Juventus	30	160.0	1978	Right	3.0	3.0	2.0	Low/ High	Lean	Yes	RCB	2018-08-02	2023-01-01	75	187	68	68	68	66	68	68	68	66	71	71	71	68	77	77	77	68	77	85	85	85	77	79	87	87	87	79	44.0	48.0	86.0	77.0	58.0	69.0	56.0	61.0	85.0	75.0	57.0	65.0	60.0	84.0	52.0	74.0	85.0	71.0	83.0	65.0	82.0	90.0	38.0	74.0	70.0	86.0	90.0	86.0	80.0	2.0	2.0	3.0	2.0	4.0	49.5	2018.0	2023	5.0	Defending
	1038	168312	I. Abate	31	Italy	77	77	Milan	6	68.0	1973	Right	2.0	2.0	3.0	High/ Medium	Lean	Yes	RB	2009-07-01	2019-01-01	71	161	68	68	68	73	71	71	71	73	73	73	73	75	74	74	74	75	78	76	76	76	78	77	76	76	76	77	75.0	38.0	68.0	76.0	60.0	75.0	69.0	44.0	72.0	75.0	77.0	85.0	75.0	76.0	75.0	68.0	75.0	76.0	69.0	60.0	76.0	75.0	74.0	68.0	48.0	78.0	76.0	76.0	75.0	3.0	3.0	5.0	3.0	3.0	10.2	2009.0	2019	10.0	Defending
	393	173221	A. Candreva	31	Italy	81	81	Inter	15.5	74.0	2084	Right	3.0	4.0	4.0	Medium/ Medium	Normal	No	RM	2016-08-03	2021-01-01	71	154	79	79	79	82	81	81	81	82	81	81	81	82	80	80	80	82	76	74	74	74	76	73	67	67	67	73	83.0	73.0	55.0	78.0	75.0	82.0	74.0	71.0	73.0	83.0	77.0	78.0	74.0	78.0	76.0	87.0	35.0	86.0	69.0	82.0	66.0	67.0	79.0	77.0	83.0	73.0	61.0	63.0	53.0	10.0	4.0	14.0	4.0	14.0	26.4	2016.0	2021	5.0	Midfield
	191	199845	F. Acerbi	30	Italy	83	83	Lazio	19	64.0	1849	Left	2.0	3.0	3.0	Medium/ Medium	Normal	No	CB	2018-07-11	2023-01-01	76	194	60	60	60	57	61	61	61	57	63	63	63	61	71	71	71	61	73	81	81	81	73	76	83	83	83	76	25.0	37.0	80.0	73.0	39.0	65.0	62.0	56.0	77.0	72.0	65.0	55.0	33.0	81.0	35.0	75.0	68.0	81.0	83.0	60.0	73.0	85.0	20.0	65.0	72.0	85.0	87.0	87.0	85.0	11.0	9.0	9.0	13.0	11.0	32.3	2018.0	2023	5.0	Defending
	1425	182168	A. Ranocchia	30	Italy	76	76	Inter	5.5	47.0	1559	Right	2.0	3.0	2.0	Low/ Medium	Lean	Yes	CB	2010-06-01	2019-01-01	77	179	50	50	50	49	51	51	51	49	54	54	54	53	62	62	62	53	66	72	72	72	66	67	76	76	76	67	45.0	22.0	75.0	67.0	24.0	58.0	30.0	34.0	65.0	66.0	31.0	39.0	44.0	65.0	31.0	59.0	74.0	61.0	80.0	31.0	68.0	80.0	24.0	56.0	34.0	69.0	75.0	80.0	76.0	12.0	15.0	11.0	12.0	15.0	9.4	2010.0	2019	9.0	Defending
	1247	198946	D. D'Ambrosio	29	Italy	76	76	Inter	6	50.0	1980	Right	2.0	3.0	3.0	Medium/ Medium	Normal	Yes	LB	2014-01-30	2021-01-01	71	165	67	67	67	68	67	67	67	68	67	67	67	69	69	69	69	69	76	74	74	74	76	76	77	77	77	76	71.0	48.0	71.0	69.0	54.0	69.0	63.0	62.0	64.0	72.0	72.0	72.0	74.0	76.0	70.0	66.0	78.0	76.0	68.0	58.0	77.0	75.0	65.0	54.0	60.0	72.0	78.0	79.0	77.0	9.0	10.0	15.0	13.0	15.0	10.2	2014.0	2021	7.0	Defending
	3700	189342	C. Pinsoglio	28	Italy	72	72	Juventus	2.2	44.0	1092	Left	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2014-07-01	2020-01-01	76	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	11.0	13.0	24.0	8.0	18.0	11.0	18.0	28.0	22.0	43.0	41.0	36.0	62.0	40.0	18.0	71.0	34.0	60.0	6.0	32.0	18.0	11.0	35.0	22.0	64.0	20.0	12.0	13.0	74.0	70.0	58.0	74.0	76.0	3.6	2014.0	2020	6.0	Goalkeeper
	1313	184392	M. Darmian	28	Italy	76	76	Manchester United	6	88.0	1949	Right	2.0	5.0	3.0	Low/ High	Lean	Yes	LB	2015-07-11	2019-01-01	72	154	69	69	69	71	71	71	71	71	71	71	71	72	72	72	72	72	77	76	76	76	77	77	76	76	76	77	69.0	55.0	68.0	76.0	59.0	74.0	69.0	35.0	66.0	75.0	73.0	73.0	77.0	76.0	76.0	69.0	68.0	75.0	64.0	56.0	74.0	77.0	64.0	63.0	45.0	76.0	77.0	79.0	78.0	6.0	7.0	7.0	12.0	7.0	11.1	2015.0	2019	4.0	Defending
	284	189125	G. Bonaventura	28	Italy	82	82	Milan	22	115.0	2207	Right	3.0	3.0	4.0	High/ Medium	Lean	No	CM	2014-09-01	2020-01-01	71	165	80	80	80	83	83	83	83	83	84	84	84	83	84	84	84	83	81	80	80	80	81	79	75	75	75	79	82.0	70.0	70.0	84.0	78.0	83.0	78.0	78.0	80.0	85.0	75.0	77.0	77.0	82.0	77.0	84.0	69.0	84.0	66.0	86.0	68.0	72.0	78.0	82.0	68.0	82.0	74.0	72.0	68.0	10.0	14.0	7.0	15.0	14.0	37.4	2014.0	2020	6.0	Midfield
	48	192387	C. Immobile	28	Italy	87	87	Lazio	52	115.0	2009	Right	3.0	4.0	3.0	High/ Medium	Normal	Yes	ST	2016-07-27	2023-01-01	73	187	87	87	87	82	85	85	85	82	81	81	81	80	73	73	73	80	63	61	61	61	63	61	58	58	58	61	55.0	90.0	81.0	74.0	87.0	83.0	70.0	51.0	49.0	83.0	78.0	85.0	77.0	87.0	63.0	86.0	77.0	80.0	76.0	80.0	77.0	40.0	91.0	65.0	78.0	81.0	34.0	33.0	32.0	6.0	8.0	15.0	12.0	6.0	88.4	2016.0	2023	7.0	Attacking
	9748	201179	A. Donnarumma	27	Italy	66	67	Milan	500	15.0	936	Right	1.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2017-07-17	2021-01-01	76	212	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	10.0	10.0	11.0	11.0	19.0	16.0	12.0	11.0	23.0	13.0	22.0	30.0	62.0	35.0	22.0	54.0	19.0	75.0	13.0	17.0	10.0	10.0	33.0	21.0	63.0	18.0	19.0	11.0	70.0	62.0	51.0	59.0	74.0	888	2017.0	2021	4.0	Goalkeeper
	1342	186200	F. Borini	27	Italy	76	76	Milan	8	76.0	1958	Right	2.0	3.0	4.0	High/ Medium	Lean	Yes	LW	2018-07-01	2021-01-01	71	163	77	77	77	78	78	78	78	78	77	77	77	77	71	71	71	77	62	61	61	61	62	59	56	56	56	59	74.0	72.0	74.0	76.0	75.0	78.0	72.0	61.0	62.0	79.0	77.0	75.0	78.0	77.0	67.0	76.0	71.0	77.0	68.0	72.0	72.0	30.0	78.0	72.0	78.0	76.0	68.0	30.0	26.0	11.0	6.0	8.0	12.0	6.0	13.6	2018.0	2021	3.0	Attacking
	1268	189484	D. Santon	27	Italy	76	76	Roma	6.5	47.0	1977	Right	2.0	3.0	3.0	Medium/ Medium	Normal	Yes	LB	2018-07-01	2022-01-01	74	170	67	67	67	71	70	70	70	71	71	71	71	72	73	73	73	72	76	76	76	76	76	76	75	75	75	76	76.0	46.0	65.0	76.0	57.0	75.0	74.0	43.0	69.0	75.0	67.0	74.0	66.0	73.0	57.0	74.0	74.0	74.0	72.0	68.0	72.0	76.0	63.0	64.0	57.0	74.0	75.0	77.0	76.0	15.0	10.0	15.0	14.0	8.0	11.1	2018.0	2022	4.0	Defending
	29	198219	L. Insigne	27	Italy	88	88	Napoli	62	165.0	2017	Right	3.0	3.0	4.0	High/ Medium	Normal	Yes	LW	2010-07-01	2022-01-01	64	130	81	81	81	89	88	88	88	89	89	89	89	89	81	81	81	89	66	61	61	61	66	61	47	47	47	61	86.0	77.0	56.0	85.0	74.0	90.0	87.0	77.0	78.0	93.0	94.0	86.0	94.0	83.0	93.0	75.0	53.0	75.0	44.0	84.0	34.0	26.0	83.0	87.0	61.0	83.0	51.0	24.0	22.0	8.0	4.0	14.0	9.0	10.0	105.4	2010.0	2022	12.0	Attacking
	978	192073	A. Bertolacci	27	Italy	77	77	Milan	9	75.0	2041	Left	2.0	3.0	4.0	Medium/ Medium	Normal	No	CM	2015-07-02	2019-01-01	70	165	74	74	74	76	76	76	76	76	78	78	78	77	78	78	78	77	75	75	75	75	75	74	72	72	72	74	72.0	62.0	64.0	80.0	69.0	79.0	70.0	64.0	76.0	79.0	69.0	73.0	77.0	74.0	75.0	78.0	65.0	77.0	67.0	76.0	69.0	70.0	76.0	76.0	56.0	72.0	74.0	68.0	68.0	7.0	8.0	7.0	7.0	9.0	15.3	2015.0	2019	4.0	Midfield
	258	203551	A. Florenzi	27	Italy	82	83	Roma	20.5	73.0	2253	Right	3.0	3.0	4.0	High/ Medium	Lean	Yes	RB	2010-07-01	2023-01-01	68	148	80	80	80	81	81	81	81	81	81	81	81	82	81	81	81	82	82	80	80	80	82	82	79	79	79	82	77.0	70.0	72.0	77.0	87.0	78.0	73.0	79.0	75.0	79.0	86.0	84.0	87.0	80.0	82.0	82.0	74.0	90.0	67.0	82.0	79.0	78.0	82.0	76.0	76.0	79.0	76.0	79.0	78.0	9.0	8.0	10.0	11.0	10.0	36.4	2010.0	2023	13.0	Defending
	121	205498	Jorginho	26	Italy	84	87	Chelsea	38	155.0	2136	Right	2.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2018-07-16	2023-01-01	71	148	72	72	72	79	78	78	78	79	82	82	82	81	84	84	84	81	79	81	81	81	79	77	74	74	74	77	75.0	57.0	56.0	89.0	71.0	82.0	75.0	76.0	87.0	85.0	75.0	69.0	80.0	83.0	73.0	71.0	58.0	79.0	66.0	62.0	79.0	78.0	72.0	87.0	84.0	79.0	63.0	78.0	70.0	14.0	7.0	13.0	14.0	8.0	73.2	2018.0	2023	5.0	Midfield
	590	216150	D. Zappacosta	26	Italy	79	81	Chelsea	12.5	94.0	2069	Right	2.0	3.0	3.0	High/ High	Lean	Yes	RB	2017-08-31	2021-01-01	72	159	72	72	72	74	73	73	73	74	73	73	73	75	74	74	74	75	79	76	76	76	79	79	76	76	76	79	81.0	59.0	69.0	74.0	69.0	76.0	74.0	59.0	68.0	74.0	74.0	79.0	72.0	76.0	73.0	75.0	67.0	87.0	68.0	72.0	75.0	76.0	71.0	64.0	59.0	73.0	76.0	78.0	79.0	11.0	9.0	8.0	6.0	11.0	24.1	2017.0	2021	4.0	Defending
	63	199556	M. Verratti	25	Italy	86	89	Paris Saint-Germain	55	135.0	2149	Right	3.0	4.0	4.0	Medium/ High	Normal	Yes	LCM	2012-07-18	2021-01-01	65	132	72	72	72	81	80	80	80	81	84	84	84	83	87	87	87	83	83	86	86	86	83	81	79	79	79	81	72.0	60.0	55.0	90.0	64.0	90.0	73.0	64.0	89.0	88.0	69.0	62.0	87.0	85.0	94.0	56.0	64.0	77.0	52.0	58.0	89.0	84.0	71.0	87.0	64.0	93.0	78.0	83.0	80.0	12.0	12.0	15.0	15.0	10.0	105.9	2012.0	2021	9.0	Midfield
	128	198009	M. Perin	25	Italy	84	89	Juventus	29.5	105.0	1254	Right	2.0	3.0	1.0	Medium/ Medium	Lean	No	GK	2018-07-01	2022-01-01	74	170	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	11.0	12.0	33.0	19.0	19.0	15.0	13.0	31.0	23.0	57.0	56.0	70.0	79.0	30.0	23.0	75.0	30.0	52.0	17.0	25.0	19.0	12.0	44.0	21.0	65.0	20.0	12.0	19.0	81.0	85.0	71.0	79.0	90.0	50.9	2018.0	2022	4.0	Goalkeeper
	815	206058	M. De Sciglio	25	Italy	78	81	Juventus	10.5	78.0	1936	Right	2.0	5.0	3.0	Medium/ Medium	Lean	Yes	RB	2017-07-20	2022-01-01	72	172	64	64	64	70	67	67	67	70	69	69	69	72	72	72	72	72	79	76	76	76	79	79	76	76	76	79	78.0	33.0	68.0	74.0	41.0	74.0	75.0	39.0	68.0	75.0	75.0	79.0	79.0	72.0	77.0	67.0	77.0	87.0	68.0	51.0	74.0	76.0	64.0	60.0	49.0	72.0	79.0	78.0	78.0	5.0	3.0	5.0	5.0	3.0	18.1	2017.0	2022	5.0	Defending
	376	190813	S. El Shaarawy	25	Italy	81	82	Roma	21	77.0	1913	Right	3.0	3.0	5.0	High/ Medium	Lean	Yes	LM	2016-01-26	2020-01-01	70	159	77	77	77	82	81	81	81	82	80	80	80	80	72	72	72	80	64	59	59	59	64	60	52	52	52	60	74.0	78.0	51.0	74.0	79.0	84.0	83.0	63.0	57.0	86.0	86.0	87.0	85.0	72.0	81.0	74.0	60.0	68.0	54.0	74.0	54.0	36.0	78.0	73.0	67.0	72.0	59.0	30.0	25.0	5.0	3.0	5.0	5.0	3.0	37.3	2016.0	2020	4.0	Midfield
	367	196889	S. Verdi	25	Italy	81	81	Napoli	19.5	77.0	2053	Left	2.0	5.0	4.0	High/ Medium	Lean	No	RW	2018-07-01	2023-01-01	67	134	75	75	75	83	81	81	81	83	83	83	83	83	78	78	78	83	71	65	65	65	71	67	55	55	55	67	82.0	67.0	42.0	82.0	74.0	84.0	84.0	84.0	76.0	86.0	88.0	86.0	92.0	78.0	90.0	81.0	51.0	75.0	48.0	77.0	48.0	36.0	76.0	82.0	68.0	78.0	55.0	48.0	60.0	12.0	10.0	7.0	15.0	9.0	33.2	2018.0	2023	5.0	Attacking
	1049	202884	L. Spinazzola	25	Italy	77	80	Juventus	11	80.0	2040	Right	2.0	4.0	3.0	High/ High	Lean	No	LM	2010-07-01	2022-01-01	73	165	72	72	72	76	75	75	75	76	75	75	75	77	76	76	76	77	79	77	77	77	79	78	75	75	75	78	76.0	60.0	62.0	74.0	59.0	81.0	62.0	41.0	70.0	80.0	77.0	83.0	74.0	74.0	61.0	68.0	76.0	89.0	72.0	68.0	68.0	74.0	70.0	68.0	59.0	74.0	77.0	76.0	76.0	11.0	13.0	12.0	15.0	14.0	19	2010.0	2022	12.0	Midfield
	432	220477	M. Caldara	24	Italy	80	86	Milan	17.5	73.0	1647	Right	2.0	3.0	2.0	Medium/ High	Normal	No	CB	2018-08-02	2023-01-01	74	176	56	56	56	54	54	54	54	54	54	54	54	57	59	59	59	57	70	73	73	73	70	73	81	81	81	73	34.0	36.0	82.0	63.0	51.0	62.0	20.0	24.0	58.0	63.0	65.0	69.0	58.0	77.0	59.0	38.0	76.0	67.0	79.0	20.0	76.0	82.0	34.0	32.0	30.0	74.0	85.0	84.0	80.0	14.0	9.0	6.0	9.0	5.0	33.3	2018.0	2023	5.0	Defending
	7930	219715	R. Di Gennaro	24	Italy	67	70	Inter	675	11.0	1068	Right	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2010-07-11	2023-01-01	74	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	14.0	15.0	26.0	19.0	18.0	12.0	17.0	18.0	25.0	40.0	46.0	36.0	64.0	41.0	22.0	60.0	39.0	50.0	11.0	21.0	22.0	12.0	41.0	25.0	67.0	4.0	19.0	16.0	68.0	64.0	59.0	63.0	70.0	1.2	2010.0	2023	13.0	Goalkeeper
	243	212404	F. Bernardeschi	24	Italy	82	87	Juventus	29.5	110.0	2096	Left	2.0	3.0	5.0	High/ High	Lean	Yes	RM	2017-07-24	2022-01-01	73	170	77	77	77	83	82	82	82	83	83	83	83	83	80	80	80	83	73	70	70	70	73	70	61	61	61	70	82.0	70.0	50.0	82.0	74.0	86.0	82.0	80.0	72.0	87.0	83.0	83.0	85.0	80.0	79.0	82.0	49.0	80.0	63.0	82.0	52.0	66.0	78.0	80.0	72.0	83.0	65.0	46.0	42.0	14.0	15.0	10.0	13.0	12.0	50.9	2017.0	2022	5.0	Midfield
	1775	223329	A. Conti	24	Italy	75	79	Milan	8.5	58.0	1965	Right	2.0	2.0	3.0	High/ High	Lean	No	RM	2017-07-07	2022-01-01	72	168	70	70	70	74	72	72	72	74	72	72	72	75	74	74	74	75	78	75	75	75	78	77	73	73	73	77	76.0	58.0	64.0	76.0	59.0	74.0	67.0	42.0	69.0	76.0	75.0	82.0	79.0	76.0	68.0	68.0	53.0	87.0	59.0	49.0	73.0	73.0	73.0	63.0	48.0	72.0	76.0	74.0	74.0	9.0	13.0	13.0	9.0	10.0	15.1	2017.0	2022	5.0	Midfield
	332	216409	M. Politano	24	Italy	81	84	Inter	22.5	57.0	1983	Left	2.0	4.0	4.0	High/ Medium	Normal	No	RM	NaT	2019-06-30	67	148	75	75	75	82	80	80	80	82	81	81	81	81	75	75	75	81	66	62	62	62	66	61	50	50	50	61	79.0	74.0	40.0	78.0	73.0	84.0	77.0	75.0	74.0	83.0	85.0	84.0	90.0	79.0	82.0	78.0	50.0	79.0	45.0	82.0	63.0	38.0	77.0	75.0	70.0	79.0	63.0	29.0	29.0	11.0	12.0	6.0	8.0	11.0	19.8	2017.0	2019	2.0	Midfield
	798	212153	R. Gagliardini	24	Italy	78	82	Inter	11.5	46.0	1981	Right	2.0	2.0	3.0	Medium/ High	Lean	No	CDM	2017-08-01	2023-01-01	75	170	71	71	71	72	73	73	73	72	74	74	74	73	77	77	77	73	77	79	79	79	77	77	77	77	77	77	64.0	54.0	73.0	78.0	68.0	75.0	68.0	38.0	75.0	77.0	68.0	68.0	64.0	72.0	62.0	76.0	64.0	85.0	71.0	73.0	74.0	80.0	68.0	73.0	40.0	74.0	77.0	78.0	76.0	12.0	6.0	8.0	7.0	9.0	20.4	2017.0	2023	6.0	Midfield
	248	210413	A. Romagnoli	23	Italy	82	89	Milan	26.5	84.0	1750	Left	2.0	3.0	2.0	Medium/ High	Normal	No	LCB	2015-08-11	2022-01-01	74	172	58	58	58	57	58	58	58	57	59	59	59	60	65	65	65	60	73	78	78	78	73	76	83	83	83	76	36.0	30.0	76.0	70.0	28.0	65.0	36.0	24.0	69.0	69.0	63.0	69.0	60.0	78.0	53.0	64.0	78.0	75.0	81.0	46.0	84.0	85.0	31.0	40.0	34.0	76.0	88.0	85.0	81.0	9.0	14.0	12.0	8.0	9.0	50.4	2015.0	2022	7.0	Defending
	809	208268	B. Cristante	23	Italy	78	86	Roma	15	26.0	1944	Right	2.0	3.0	3.0	Medium/ Medium	Lean	No	CM	NaT	2019-06-30	73	176	74	74	74	75	76	76	76	75	77	77	77	76	78	78	78	76	72	75	75	75	72	71	71	71	71	71	68.0	68.0	70.0	83.0	67.0	78.0	65.0	64.0	78.0	81.0	63.0	58.0	64.0	74.0	54.0	74.0	58.0	69.0	70.0	74.0	64.0	66.0	76.0	76.0	58.0	70.0	70.0	69.0	66.0	3.0	5.0	3.0	3.0	5.0	19.8	2017.0	2019	2.0	Midfield
	1664	210736	Emerson	23	Italy	75	79	Chelsea	7	61.0	1948	Left	2.0	3.0	3.0	High/ Medium	Lean	Yes	LB	2018-01-30	2022-01-01	69	170	69	69	69	73	71	71	71	73	70	70	70	73	71	71	71	73	76	72	72	72	76	75	70	70	70	75	78.0	43.0	60.0	74.0	44.0	77.0	53.0	71.0	66.0	79.0	77.0	77.0	75.0	77.0	72.0	80.0	67.0	74.0	52.0	77.0	65.0	75.0	75.0	41.0	55.0	72.0	73.0	69.0	70.0	8.0	15.0	8.0	7.0	14.0	13.5	2018.0	2022	4.0	Defending
	1898	211361	D. Cataldi	23	Italy	75	79	Lazio	8.5	35.0	1991	Right	2.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2011-07-01	2020-01-01	71	154	71	71	71	74	73	73	73	74	75	75	75	74	75	75	75	74	73	74	74	74	73	72	70	70	70	72	70.0	66.0	60.0	79.0	65.0	72.0	67.0	70.0	76.0	77.0	74.0	69.0	73.0	70.0	75.0	75.0	55.0	68.0	65.0	75.0	74.0	71.0	67.0	73.0	52.0	68.0	67.0	69.0	68.0	7.0	10.0	11.0	12.0	9.0	15.1	2011.0	2020	9.0	Midfield
	245	211320	D. Rugani	23	Italy	82	86	Juventus	24.5	95.0	1705	Right	2.0	3.0	2.0	Low/ Medium	Lean	Yes	CB	2015-02-04	2021-01-01	75	185	57	57	57	56	57	57	57	56	58	58	58	58	63	63	63	58	72	76	76	76	72	75	82	82	82	75	40.0	33.0	80.0	65.0	35.0	64.0	45.0	25.0	59.0	65.0	56.0	67.0	59.0	78.0	53.0	58.0	81.0	67.0	79.0	39.0	72.0	86.0	28.0	50.0	36.0	70.0	87.0	86.0	82.0	5.0	10.0	5.0	5.0	5.0	42.3	2015.0	2021	6.0	Defending
	10797	215766	L. Filippini	22	Italy	65	70	Lazio	600	8.0	1588	Left	1.0	2.0	2.0	Low/ Medium	Normal	No	LB	2017-01-30	2019-01-01	72	170	50	50	50	51	49	49	49	51	49	49	49	53	52	52	52	53	64	63	63	63	64	65	67	67	67	65	51.0	27.0	61.0	53.0	39.0	51.0	37.0	35.0	51.0	61.0	66.0	70.0	56.0	61.0	60.0	52.0	80.0	73.0	67.0	43.0	73.0	63.0	27.0	27.0	49.0	63.0	68.0	68.0	68.0	13.0	12.0	6.0	6.0	14.0	1.1	2017.0	2019	2.0	Defending
	746	228251	L. Pellegrini	22	Italy	78	84	Roma	14	51.0	2027	Right	2.0	3.0	3.0	Medium/ Medium	Normal	No	CM	2017-07-01	2022-01-01	73	170	74	74	74	76	76	76	76	76	77	77	77	77	78	78	78	77	76	76	76	76	76	75	74	74	74	75	72.0	60.0	71.0	82.0	69.0	76.0	69.0	40.0	79.0	79.0	77.0	74.0	68.0	73.0	69.0	76.0	67.0	76.0	69.0	72.0	71.0	70.0	74.0	76.0	49.0	79.0	70.0	74.0	72.0	12.0	7.0	10.0	13.0	11.0	26.6	2017.0	2022	5.0	Midfield
	5649	215810	C. Lombardi	22	Italy	69	74	Lazio	1.4	19.0	1600	Right	1.0	4.0	3.0	Medium/ Medium	Normal	No	LW	2012-07-01	2022-01-01	71	165	67	67	67	70	69	69	69	70	68	68	68	68	59	59	59	68	51	46	46	46	51	48	42	42	42	48	68.0	62.0	54.0	65.0	52.0	73.0	44.0	34.0	50.0	74.0	77.0	76.0	78.0	58.0	66.0	69.0	60.0	38.0	62.0	66.0	38.0	27.0	67.0	58.0	52.0	59.0	28.0	25.0	23.0	6.0	14.0	14.0	10.0	12.0	2.5	2012.0	2022	10.0	Attacking
	14358	221332	G. Guerrieri	22	Italy	61	68	Lazio	260	4.0	1045	Right	1.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2015-07-10	2021-01-01	72	172	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	13.0	19.0	27.0	13.0	16.0	18.0	16.0	19.0	20.0	41.0	49.0	35.0	61.0	48.0	23.0	54.0	22.0	67.0	14.0	18.0	23.0	16.0	28.0	23.0	51.0	22.0	15.0	14.0	62.0	59.0	58.0	59.0	61.0	494	2015.0	2021	6.0	Goalkeeper
	3500	219998	J. Mauri	22	Italy	72	79	Milan	4.3	43.0	1916	Right	1.0	4.0	3.0	Medium/ High	Normal	No	CM	2015-07-06	2019-01-01	67	143	59	59	59	70	67	67	67	70	72	72	72	71	73	73	73	71	71	71	71	71	71	69	63	63	63	69	66.0	40.0	41.0	78.0	64.0	77.0	72.0	55.0	74.0	78.0	77.0	65.0	89.0	66.0	93.0	64.0	75.0	74.0	33.0	68.0	69.0	68.0	50.0	72.0	62.0	68.0	70.0	62.0	66.0	12.0	8.0	7.0	15.0	6.0	8.2	2015.0	2019	4.0	Midfield
	3909	231919	A. Murgia	21	Italy	72	78	Lazio	4.2	22.0	1817	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	CM	2013-07-01	2022-01-01	73	172	69	69	69	68	70	70	70	68	71	71	71	68	73	73	73	68	67	71	71	71	67	67	70	70	70	67	56.0	60.0	70.0	75.0	58.0	69.0	55.0	55.0	72.0	74.0	52.0	51.0	54.0	74.0	57.0	69.0	54.0	51.0	68.0	69.0	58.0	74.0	72.0	72.0	53.0	62.0	68.0	68.0	66.0	12.0	8.0	7.0	8.0	8.0	8.1	2013.0	2022	9.0	Midfield
	8007	233809	A. Rossi	21	Italy	67	77	Lazio	1.3	12.0	1578	Right	1.0	2.0	3.0	High/ Low	Normal	No	ST	2016-11-03	2021-01-01	72	172	68	68	68	64	65	65	65	64	63	63	63	63	58	58	58	63	50	48	48	48	50	48	45	45	45	48	52.0	69.0	64.0	65.0	64.0	64.0	53.0	50.0	49.0	66.0	67.0	63.0	58.0	62.0	46.0	70.0	62.0	59.0	73.0	60.0	43.0	32.0	66.0	48.0	53.0	55.0	28.0	26.0	24.0	7.0	5.0	14.0	10.0	6.0	2.4	2016.0	2021	5.0	Attacking
	1763	225116	A. Meret	21	Italy	75	89	Napoli	12	24.0	1161	Left	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2018-07-05	2023-01-01	75	183	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	17.0	19.0	29.0	20.0	16.0	20.0	21.0	22.0	22.0	41.0	48.0	37.0	70.0	48.0	21.0	68.0	29.0	65.0	17.0	22.0	22.0	20.0	21.0	21.0	67.0	10.0	21.0	12.0	77.0	71.0	66.0	75.0	78.0	27.9	2018.0	2023	5.0	Goalkeeper
	744	228881	D. Calabria	21	Italy	78	88	Milan	14.5	52.0	1946	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	RB	2015-07-01	2022-01-01	69	154	60	60	60	67	63	63	63	67	65	65	65	70	69	69	69	70	79	76	76	76	79	78	76	76	76	78	79.0	30.0	64.0	75.0	58.0	73.0	76.0	48.0	68.0	74.0	81.0	77.0	83.0	74.0	78.0	62.0	69.0	81.0	64.0	48.0	78.0	77.0	42.0	50.0	48.0	74.0	78.0	78.0	77.0	8.0	14.0	15.0	12.0	7.0	27.6	2015.0	2022	7.0	Defending
	5179	220534	S. Luperto	21	Italy	70	80	Napoli	2.5	19.0	1724	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2013-08-23	2023-01-01	75	165	61	61	61	59	59	59	59	59	58	58	58	59	61	61	61	59	67	67	67	67	67	68	70	70	70	68	65.0	50.0	70.0	65.0	45.0	52.0	47.0	42.0	54.0	63.0	54.0	54.0	56.0	66.0	61.0	72.0	70.0	68.0	70.0	68.0	64.0	68.0	52.0	43.0	44.0	62.0	70.0	72.0	72.0	12.0	6.0	12.0	11.0	6.0	4.8	2013.0	2023	10.0	Defending
	1070	237715	P. Cutrone	20	Italy	77	89	Milan	16	62.0	1759	Right	1.0	3.0	3.0	High/ Medium	Normal	No	RS	2015-07-01	2023-01-01	72	172	77	77	77	73	75	75	75	73	71	71	71	70	62	62	62	70	52	49	49	49	52	49	47	47	47	49	48.0	80.0	76.0	70.0	72.0	74.0	68.0	42.0	34.0	76.0	75.0	77.0	69.0	74.0	76.0	74.0	75.0	72.0	74.0	62.0	60.0	14.0	80.0	56.0	68.0	72.0	36.0	20.0	18.0	10.0	7.0	7.0	10.0	5.0	30.4	2015.0	2023	8.0	Attacking
	229	230621	G. Donnarumma	19	Italy	82	93	Milan	29	23.0	1278	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2015-07-01	2021-01-01	77	198	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	12.0	12.0	34.0	8.0	28.0	12.0	14.0	24.0	28.0	46.0	54.0	64.0	74.0	38.0	24.0	72.0	34.0	72.0	18.0	30.0	26.0	14.0	50.0	24.0	68.0	20.0	14.0	16.0	88.0	78.0	72.0	78.0	88.0	55.1	2015.0	2021	6.0	Goalkeeper
	10083	243237	L. Pellegrini	19	Italy	65	79	Roma	1	5.0	1552	Left	1.0	3.0	2.0	Medium/ Medium	Normal	No	LB	2017-07-01	2022-01-01	70	159	54	54	54	59	56	56	56	59	55	55	55	60	54	54	54	60	65	58	58	58	65	65	62	62	62	65	69.0	30.0	57.0	56.0	33.0	64.0	39.0	39.0	40.0	60.0	75.0	72.0	54.0	60.0	69.0	36.0	59.0	53.0	50.0	35.0	56.0	60.0	66.0	36.0	49.0	54.0	64.0	66.0	68.0	6.0	9.0	11.0	6.0	5.0	2.4	2017.0	2022	5.0	Defending
	13896	245491	P. Beruatto	19	Italy	62	78	Juventus	575	5.0	1510	Left	1.0	3.0	2.0	Medium/ High	Lean	No	LB	2018-07-01	2021-01-01	72	172	46	46	46	48	47	47	47	48	48	48	48	51	52	52	52	51	61	61	61	61	61	62	64	64	64	62	50.0	10.0	60.0	58.0	38.0	52.0	41.0	40.0	55.0	54.0	63.0	67.0	54.0	59.0	54.0	57.0	68.0	54.0	68.0	32.0	57.0	60.0	22.0	43.0	43.0	56.0	64.0	66.0	68.0	14.0	5.0	12.0	10.0	12.0	1.3	2018.0	2021	3.0	Defending
	3418	236610	M. Kean	18	Italy	72	87	Juventus	6.5	32.0	1672	Right	1.0	3.0	3.0	High/ Medium	Lean	No	ST	2016-08-01	2020-01-01	72	174	72	72	72	69	71	71	71	69	67	67	67	67	59	59	59	67	50	47	47	47	50	47	44	44	44	47	42.0	75.0	65.0	59.0	64.0	73.0	62.0	43.0	38.0	74.0	75.0	79.0	75.0	68.0	69.0	71.0	68.0	69.0	73.0	58.0	45.0	21.0	72.0	51.0	65.0	68.0	27.0	28.0	16.0	13.0	8.0	10.0	7.0	9.0	14.8	2016.0	2020	4.0	Attacking
	9187	236378	A. Plizzari	18	Italy	66	84	Milan	1.1	4.0	1075	Right	1.0	1.0	1.0	Medium/ Medium	Lean	No	GK	2016-07-01	2019-01-01	74	161	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	5.0	20.0	36.0	17.0	21.0	15.0	19.0	26.0	23.0	45.0	37.0	57.0	47.0	33.0	37.0	63.0	25.0	54.0	19.0	16.0	13.0	6.0	35.0	15.0	53.0	16.0	20.0	13.0	68.0	68.0	59.0	62.0	72.0	2.5	2016.0	2019	3.0	Goalkeeper
	9863	238067	N. Zaniolo	18	Italy	66	84	Roma	1.3	7.0	1651	Left	1.0	3.0	3.0	High/ Medium	Lean	No	CAM	2018-07-01	2023-01-01	75	174	63	63	63	63	66	66	66	63	66	66	66	64	66	66	66	64	58	62	62	62	58	57	58	58	58	57	39.0	57.0	59.0	67.0	39.0	64.0	54.0	51.0	64.0	69.0	64.0	62.0	46.0	63.0	62.0	59.0	46.0	68.0	61.0	61.0	60.0	54.0	66.0	69.0	49.0	58.0	56.0	54.0	40.0	8.0	11.0	11.0	13.0	5.0	3.1	2018.0	2023	5.0	Midfield
28	482	197853	S. Aurier	25	Ivory Coast	80	83	Tottenham Hotspur	15.5	82.0	2091	Right	2.0	3.0	3.0	High/ High	Normal	Yes	RB	2017-08-31	2022-01-01	69	168	72	72	72	76	74	74	74	76	75	75	75	77	77	77	77	77	81	80	80	80	81	81	81	81	81	81	83.0	54.0	75.0	78.0	47.0	76.0	69.0	30.0	72.0	79.0	79.0	78.0	73.0	81.0	76.0	71.0	94.0	77.0	74.0	58.0	86.0	79.0	72.0	71.0	64.0	75.0	75.0	81.0	82.0	7.0	10.0	15.0	16.0	9.0	29.8	2017.0	2022	5.0	Defending
	327	225508	E. Bailly	24	Ivory Coast	81	87	Manchester United	21	105.0	1853	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	CB	2016-07-01	2020-01-01	73	170	60	60	60	60	60	60	60	60	61	61	61	62	65	65	65	62	74	75	75	75	74	76	82	82	82	76	51.0	33.0	79.0	70.0	42.0	60.0	46.0	43.0	56.0	65.0	68.0	79.0	65.0	74.0	62.0	55.0	85.0	72.0	85.0	48.0	87.0	81.0	47.0	54.0	46.0	70.0	80.0	82.0	83.0	14.0	14.0	10.0	9.0	8.0	43.1	2016.0	2020	4.0	Defending
	562	230938	F. Kessié	21	Ivory Coast	79	88	Milan	19.5	24.0	2149	Right	2.0	4.0	3.0	High/ High	Normal	No	CM	NaT	2019-06-30	72	168	76	76	76	76	77	77	77	76	77	77	77	77	79	79	79	77	79	81	81	81	79	79	80	80	80	79	66.0	64.0	68.0	79.0	60.0	78.0	58.0	48.0	75.0	79.0	71.0	77.0	68.0	76.0	79.0	84.0	79.0	96.0	87.0	76.0	86.0	80.0	76.0	71.0	82.0	76.0	80.0	78.0	74.0	9.0	11.0	12.0	12.0	10.0	19.8	2017.0	2019	2.0	Midfield
29	379	189358	S. Kagawa	29	Japan	81	81	Borussia Dortmund	17.5	65.0	1948	Right	3.0	4.0	4.0	High/ Medium	Lean	Yes	CAM	2014-08-31	2020-01-01	69	150	73	73	73	80	79	79	79	80	82	82	82	81	80	80	80	81	71	69	69	69	71	67	57	57	57	67	65.0	76.0	48.0	83.0	76.0	86.0	74.0	63.0	72.0	83.0	74.0	60.0	87.0	81.0	88.0	54.0	65.0	82.0	39.0	55.0	30.0	59.0	80.0	80.0	80.0	83.0	56.0	53.0	49.0	11.0	9.0	8.0	9.0	13.0	29.8	2014.0	2020	6.0	Midfield
30	505	188942	V. Wanyama	27	Kenya	80	82	Tottenham Hotspur	14.5	86.0	2043	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	CDM	2016-07-01	2021-01-01	72	192	71	71	71	69	70	70	70	69	70	70	70	70	74	74	74	70	76	81	81	81	76	77	82	82	82	77	62.0	61.0	71.0	77.0	60.0	68.0	62.0	57.0	70.0	75.0	54.0	61.0	68.0	81.0	65.0	79.0	79.0	78.0	92.0	60.0	89.0	83.0	63.0	64.0	65.0	76.0	78.0	85.0	77.0	6.0	14.0	10.0	13.0	16.0	27.9	2016.0	2021	5.0	Midfield
31	125	200104	H. Son	25	Korea Republic	84	85	Tottenham Hotspur	37	125.0	2079	Right	3.0	5.0	4.0	High/ High	Lean	Yes	LM	2015-08-28	2023-01-01	72	143	85	85	85	87	87	87	87	87	86	86	86	85	79	79	79	85	68	64	64	64	68	64	56	56	56	64	78.0	85.0	65.0	79.0	79.0	88.0	81.0	70.0	64.0	85.0	88.0	87.0	82.0	84.0	76.0	86.0	63.0	85.0	63.0	88.0	60.0	39.0	85.0	80.0	71.0	82.0	48.0	34.0	33.0	11.0	13.0	13.0	6.0	10.0	71.2	2015.0	2023	8.0	Midfield
32	1258	191783	V. Berisha	25	Kosovo	76	79	Lazio	9.5	40.0	2045	Right	2.0	4.0	4.0	High/ Medium	Normal	No	LM	2018-07-04	2023-01-01	69	154	72	72	72	76	75	75	75	76	76	76	76	76	74	74	74	76	70	70	70	70	70	68	65	65	65	68	63.0	66.0	42.0	73.0	68.0	77.0	72.0	66.0	71.0	78.0	83.0	79.0	84.0	73.0	69.0	76.0	79.0	86.0	74.0	73.0	81.0	56.0	72.0	76.0	69.0	78.0	66.0	56.0	54.0	6.0	14.0	15.0	15.0	13.0	16.9	2018.0	2023	5.0	Midfield
33	181	204639	S. Savić	27	Montenegro	83	86	Atlético Madrid	26	67.0	1696	Right	2.0	3.0	2.0	Medium/ High	Lean	Yes	CB	2015-07-20	2020-01-01	74	174	55	55	55	53	54	54	54	53	56	56	56	56	63	63	63	56	70	77	77	77	70	74	83	83	83	74	35.0	34.0	85.0	72.0	27.0	47.0	34.0	28.0	69.0	68.0	55.0	61.0	61.0	82.0	49.0	43.0	87.0	58.0	77.0	31.0	83.0	84.0	29.0	41.0	37.0	75.0	86.0	83.0	84.0	14.0	13.0	14.0	13.0	12.0	55.3	2015.0	2020	5.0	Defending
	759	224031	A. Marušić	25	Montenegro	78	79	Lazio	12.5	46.0	2088	Right	1.0	4.0	4.0	High/ Medium	Normal	No	RM	2017-07-01	2022-01-01	73	187	77	77	77	78	77	77	77	78	76	76	76	78	75	75	75	78	78	75	75	75	78	77	75	75	75	77	78.0	66.0	72.0	75.0	68.0	78.0	72.0	48.0	68.0	77.0	86.0	89.0	66.0	76.0	67.0	81.0	80.0	79.0	79.0	77.0	71.0	73.0	73.0	72.0	58.0	72.0	72.0	71.0	72.0	8.0	9.0	7.0	10.0	10.0	22.2	2017.0	2022	5.0	Midfield
	14511	233164	A. Muric	19	Montenegro	61	78	Manchester City	450	3.0	1052	Right	1.0	2.0	1.0	Medium/ Medium	Normal	Yes	GK	2017-07-27	2020-01-01	78	179	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	12.0	10.0	32.0	16.0	17.0	18.0	11.0	37.0	22.0	44.0	46.0	38.0	51.0	40.0	21.0	62.0	29.0	68.0	14.0	24.0	18.0	11.0	40.0	18.0	51.0	12.0	12.0	13.0	62.0	60.0	58.0	59.0	64.0	1.1	2017.0	2020	3.0	Goalkeeper
34	73	177509	M. Benatia	31	Morocco	86	86	Juventus	30	160.0	1803	Right	3.0	3.0	2.0	Medium/ High	Normal	Yes	CB	2014-08-26	2020-01-01	74	207	64	64	64	60	61	61	61	60	60	60	60	63	65	65	65	63	76	79	79	79	76	78	87	87	87	78	45.0	47.0	83.0	65.0	44.0	64.0	34.0	27.0	65.0	64.0	65.0	75.0	59.0	82.0	53.0	66.0	85.0	69.0	91.0	24.0	86.0	86.0	38.0	47.0	41.0	82.0	89.0	87.0	85.0	7.0	4.0	8.0	7.0	11.0	49.5	2014.0	2020	6.0	Defending
	730	235212	A. Hakimi	19	Morocco	78	86	Borussia Dortmund	12.5	49.0	2024	Right	1.0	2.0	3.0	High/ Medium	Normal	Yes	LB	NaT	2020-06-30	71	161	73	73	73	77	75	75	75	77	75	75	75	78	74	74	74	78	79	75	75	75	79	78	74	74	74	78	76.0	59.0	64.0	77.0	48.0	78.0	65.0	55.0	68.0	78.0	89.0	91.0	75.0	77.0	75.0	75.0	69.0	84.0	73.0	62.0	67.0	71.0	71.0	63.0	46.0	72.0	74.0	73.0	75.0	10.0	8.0	14.0	6.0	8.0	19.8	2017.0	2020	3.0	Defending
35	154	9014	A. Robben	34	Netherlands	84	84	FC Bayern München	15.5	110.0	2044	Left	4.0	2.0	4.0	High/ Low	Normal	Yes	RM	2009-08-28	2019-01-01	71	176	83	83	83	87	87	87	87	87	86	86	86	85	79	79	79	85	63	60	60	60	63	58	49	49	49	58	80.0	85.0	51.0	82.0	86.0	89.0	90.0	81.0	71.0	88.0	83.0	76.0	87.0	85.0	90.0	86.0	60.0	64.0	67.0	86.0	47.0	37.0	84.0	80.0	78.0	85.0	30.0	26.0	26.0	10.0	8.0	11.0	5.0	15.0	25.6	2009.0	2019	10.0	Midfield
	1147	137677	M. Vorm	34	Netherlands	77	77	Tottenham Hotspur	3.6	56.0	1279	Right	2.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2014-07-23	2019-01-01	72	185	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	14.0	17.0	39.0	12.0	18.0	12.0	14.0	35.0	35.0	53.0	54.0	63.0	80.0	53.0	23.0	72.0	36.0	65.0	19.0	23.0	28.0	10.0	32.0	41.0	63.0	22.0	11.0	14.0	78.0	72.0	70.0	73.0	78.0	6.7	2014.0	2019	5.0	Goalkeeper
	266	199987	J. Cillessen	29	Netherlands	82	84	FC Barcelona	18	135.0	1292	Right	3.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2016-08-25	2021-01-01	73	183	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	10.0	12.0	47.0	19.0	12.0	10.0	10.0	33.0	32.0	54.0	50.0	48.0	78.0	50.0	35.0	71.0	40.0	67.0	15.0	25.0	25.0	11.0	60.0	21.0	61.0	18.0	12.0	11.0	80.0	83.0	75.0	81.0	80.0	38.3	2016.0	2021	5.0	Goalkeeper
	302	181291	G. Wijnaldum	27	Netherlands	82	82	Liverpool	23	130.0	2175	Right	3.0	3.0	4.0	High/ High	Lean	Yes	CAM	2016-07-22	2021-01-01	69	152	79	79	79	81	82	82	82	81	82	82	82	82	83	83	83	82	79	80	80	80	79	78	76	76	76	78	67.0	70.0	72.0	84.0	73.0	84.0	76.0	70.0	76.0	84.0	77.0	76.0	80.0	82.0	81.0	76.0	80.0	85.0	72.0	71.0	64.0	76.0	79.0	78.0	74.0	82.0	74.0	75.0	65.0	16.0	6.0	14.0	12.0	6.0	43.7	2016.0	2021	5.0	Midfield
	59	203376	V. van Dijk	26	Netherlands	86	88	Liverpool	44.5	165.0	2046	Right	3.0	3.0	2.0	Medium/ Medium	Normal	Yes	LCB	2018-01-01	2023-01-01	76	203	71	71	71	68	69	69	69	68	70	70	70	70	74	74	74	70	79	83	83	83	79	81	88	88	88	81	53.0	52.0	82.0	76.0	45.0	70.0	60.0	70.0	78.0	73.0	74.0	77.0	61.0	85.0	49.0	81.0	85.0	71.0	92.0	64.0	81.0	86.0	41.0	59.0	62.0	83.0	88.0	89.0	84.0	13.0	10.0	13.0	11.0	11.0	87.9	2018.0	2023	5.0	Defending
	127	198176	S. de Vrij	26	Netherlands	84	86	Inter	31.5	88.0	1808	Right	3.0	4.0	2.0	Medium/ High	Normal	No	CB	2018-07-01	2023-01-01	74	172	60	60	60	61	61	61	61	61	64	64	64	63	70	70	70	63	76	80	80	80	76	79	85	85	85	79	49.0	25.0	80.0	71.0	27.0	63.0	45.0	16.0	71.0	71.0	67.0	69.0	61.0	80.0	59.0	65.0	76.0	66.0	80.0	60.0	78.0	87.0	32.0	59.0	41.0	82.0	88.0	87.0	83.0	8.0	10.0	7.0	14.0	13.0	55.9	2018.0	2023	5.0	Defending
	641	199767	M. van Ginkel	25	Netherlands	79	80	Chelsea	14.5	98.0	2102	Right	2.0	4.0	3.0	High/ High	Lean	Yes	CM	2013-07-05	2020-01-01	73	181	77	77	77	77	78	78	78	77	79	79	79	77	79	79	79	77	74	76	76	76	74	73	73	73	73	73	71.0	76.0	74.0	83.0	74.0	75.0	66.0	69.0	79.0	80.0	62.0	69.0	71.0	77.0	59.0	79.0	74.0	76.0	71.0	76.0	69.0	63.0	78.0	77.0	84.0	84.0	71.0	73.0	68.0	7.0	11.0	13.0	13.0	14.0	27.9	2013.0	2020	7.0	Midfield
	2025	226537	V. Janssen	24	Netherlands	75	78	Tottenham Hotspur	8.5	64.0	1747	Left	2.0	4.0	3.0	High/ Low	Normal	Yes	ST	2016-07-18	2020-01-01	72	194	76	76	76	69	74	74	74	69	71	71	71	66	63	63	63	66	49	52	52	52	49	47	50	50	50	47	35.0	77.0	74.0	75.0	65.0	67.0	54.0	39.0	40.0	75.0	60.0	62.0	59.0	75.0	66.0	83.0	73.0	57.0	77.0	68.0	78.0	19.0	78.0	64.0	81.0	74.0	39.0	23.0	22.0	13.0	7.0	11.0	15.0	16.0	16.4	2016.0	2020	4.0	Attacking
	1767	222558	R. Karsdorp	23	Netherlands	75	80	Roma	7.5	39.0	2036	Right	1.0	3.0	3.0	High/ Medium	Normal	No	RB	2017-07-01	2022-01-01	72	176	71	71	71	74	73	73	73	74	73	73	73	75	73	73	73	75	76	74	74	74	76	76	74	74	74	76	77.0	53.0	69.0	72.0	66.0	76.0	60.0	60.0	73.0	75.0	86.0	87.0	65.0	73.0	65.0	80.0	74.0	72.0	69.0	69.0	78.0	67.0	65.0	67.0	52.0	68.0	71.0	75.0	75.0	13.0	7.0	14.0	16.0	15.0	13.3	2017.0	2022	5.0	Defending
	6316	234679	P. Sandler	21	Netherlands	69	81	Manchester City	1.7	28.0	1745	Right	1.0	3.0	2.0	High/ Medium	Normal	No	CB	2018-07-01	2022-01-01	75	181	56	56	56	59	60	60	60	59	63	63	63	61	67	67	67	61	64	69	69	69	64	65	69	69	69	65	32.0	23.0	64.0	70.0	28.0	71.0	62.0	70.0	71.0	70.0	66.0	67.0	63.0	62.0	57.0	63.0	69.0	61.0	72.0	52.0	61.0	65.0	40.0	67.0	46.0	63.0	69.0	72.0	68.0	12.0	13.0	15.0	13.0	11.0	3.4	2018.0	2022	4.0	Defending
	1820	236920	J. Kluivert	19	Netherlands	75	86	Roma	11	28.0	1877	Right	1.0	4.0	4.0	High/ Medium	Normal	No	LW	2018-07-01	2023-01-01	67	146	72	72	72	77	76	76	76	77	75	75	75	75	67	67	67	75	59	55	55	55	59	56	49	49	49	56	69.0	70.0	52.0	68.0	67.0	82.0	72.0	58.0	54.0	78.0	91.0	88.0	85.0	67.0	83.0	77.0	66.0	69.0	61.0	76.0	66.0	25.0	65.0	72.0	66.0	74.0	47.0	32.0	27.0	5.0	6.0	14.0	7.0	12.0	20.9	2018.0	2023	5.0	Attacking
	14674	240906	B. Adekanye	19	Netherlands	60	80	Liverpool	450	7.0	1513	Left	1.0	2.0	3.0	Medium/ Medium	Normal	No	RW	2017-01-01	2019-01-01	67	137	60	60	60	61	60	60	60	61	59	59	59	60	53	53	53	60	49	45	45	45	49	47	42	42	42	47	54.0	58.0	49.0	56.0	55.0	64.0	49.0	44.0	46.0	64.0	75.0	73.0	68.0	50.0	74.0	63.0	53.0	55.0	64.0	48.0	45.0	21.0	52.0	49.0	52.0	55.0	25.0	35.0	30.0	8.0	9.0	5.0	11.0	9.0	1.3	2017.0	2019	2.0	Attacking
	10087	233510	T. Chong	18	Netherlands	65	85	Manchester United	1.1	13.0	1733	Left	1.0	4.0	4.0	High/ High	Lean	Yes	RW	2017-07-01	2019-01-01	72	154	64	64	64	67	65	65	65	67	66	66	66	66	61	61	61	66	58	55	55	55	58	56	53	53	53	56	66.0	61.0	50.0	62.0	59.0	68.0	67.0	60.0	58.0	61.0	78.0	77.0	76.0	53.0	56.0	60.0	64.0	63.0	66.0	62.0	65.0	42.0	66.0	65.0	44.0	60.0	43.0	46.0	42.0	13.0	7.0	14.0	8.0	11.0	3.2	2017.0	2019	2.0	Attacking
36	858	172962	V. Moses	27	Nigeria	78	78	Chelsea	11	105.0	2110	Right	2.0	4.0	4.0	Medium/ Medium	Normal	Yes	RW	2012-08-24	2021-01-01	70	170	76	76	76	78	78	78	78	78	78	78	78	79	77	77	77	79	78	76	76	76	78	77	74	74	74	77	76.0	69.0	70.0	76.0	64.0	82.0	75.0	61.0	70.0	81.0	79.0	77.0	76.0	76.0	82.0	74.0	66.0	85.0	69.0	69.0	62.0	73.0	76.0	72.0	75.0	75.0	74.0	74.0	71.0	9.0	7.0	8.0	16.0	16.0	20.4	2012.0	2021	9.0	Attacking
	789	213655	A. Iwobi	22	Nigeria	78	84	Arsenal	14	81.0	1739	Right	1.0	3.0	4.0	Medium/ Medium	Normal	Yes	LM	2013-07-01	2023-01-01	73	165	71	71	71	78	77	77	77	78	79	79	79	78	72	72	72	78	59	56	56	56	59	53	44	44	44	53	67.0	64.0	42.0	81.0	48.0	84.0	50.0	40.0	63.0	84.0	80.0	77.0	76.0	75.0	75.0	67.0	47.0	74.0	70.0	54.0	46.0	24.0	75.0	80.0	59.0	72.0	30.0	26.0	23.0	14.0	7.0	12.0	14.0	11.0	29.4	2013.0	2023	10.0	Midfield
37	392	173771	L. Piszczek	33	Poland	81	81	Borussia Dortmund	7	57.0	2128	Right	3.0	4.0	2.0	Medium/ Medium	Normal	Yes	RB	2010-07-01	2020-01-01	72	174	76	76	76	77	76	76	76	77	76	76	76	78	77	77	77	78	82	81	81	81	82	82	82	82	82	82	82.0	65.0	74.0	76.0	64.0	72.0	80.0	47.0	69.0	76.0	74.0	83.0	66.0	81.0	66.0	78.0	77.0	77.0	78.0	69.0	83.0	83.0	73.0	71.0	65.0	82.0	81.0	82.0	79.0	14.0	11.0	14.0	6.0	12.0	11.9	2010.0	2020	10.0	Defending
	10	188545	R. Lewandowski	29	Poland	90	90	FC Bayern München	77	205.0	2152	Right	4.0	4.0	4.0	High/ Medium	Normal	Yes	ST	2014-07-01	2021-01-01	72	176	90	90	90	86	89	89	89	86	86	86	86	84	80	80	80	84	64	65	65	65	64	61	60	60	60	61	62.0	91.0	85.0	83.0	89.0	85.0	77.0	86.0	65.0	89.0	77.0	78.0	78.0	90.0	78.0	88.0	84.0	78.0	84.0	84.0	80.0	39.0	91.0	77.0	88.0	86.0	34.0	42.0	19.0	15.0	6.0	12.0	8.0	10.0	127.1	2014.0	2021	7.0	Attacking
	92	186153	W. Szczęsny	28	Poland	85	87	Juventus	32	125.0	1270	Right	3.0	3.0	1.0	Medium/ Medium	Lean	Yes	GK	2017-07-19	2021-01-01	77	198	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	12.0	16.0	32.0	14.0	11.0	16.0	14.0	36.0	22.0	51.0	47.0	55.0	82.0	51.0	15.0	71.0	45.0	65.0	14.0	40.0	15.0	14.0	48.0	18.0	65.0	20.0	13.0	12.0	85.0	81.0	71.0	85.0	87.0	55.2	2017.0	2021	4.0	Goalkeeper
	340	210406	P. Zieliński	24	Poland	81	88	Napoli	24.5	64.0	2075	Right	3.0	5.0	4.0	Medium/ Medium	Lean	No	RCM	2016-08-09	2021-01-01	71	165	76	76	76	82	81	81	81	82	83	83	83	82	82	82	82	82	79	77	77	77	79	77	70	70	70	77	77.0	65.0	52.0	82.0	70.0	84.0	80.0	65.0	79.0	85.0	82.0	84.0	79.0	76.0	76.0	76.0	54.0	72.0	54.0	80.0	56.0	75.0	77.0	82.0	51.0	75.0	69.0	72.0	71.0	12.0	9.0	12.0	11.0	6.0	46.6	2016.0	2021	5.0	Midfield
	350	205175	A. Milik	24	Poland	81	88	Napoli	25.5	71.0	1937	Left	3.0	3.0	4.0	Medium/ Medium	Lean	Yes	CF	2016-08-02	2021-01-01	73	172	82	82	82	76	78	78	78	76	75	75	75	74	69	69	69	74	58	58	58	58	58	57	55	55	55	57	58.0	88.0	78.0	63.0	76.0	74.0	71.0	74.0	62.0	78.0	69.0	74.0	68.0	75.0	63.0	85.0	62.0	73.0	78.0	82.0	67.0	36.0	81.0	60.0	79.0	72.0	35.0	34.0	32.0	9.0	16.0	16.0	15.0	6.0	48.5	2016.0	2021	5.0	Attacking
	15378	228383	K. Grabara	19	Poland	59	76	Liverpool	280	3.0	969	Right	1.0	3.0	1.0	Medium/ Medium	Lean	Yes	GK	2017-07-01	2022-01-01	75	165	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	18.0	13.0	12.0	31.0	13.0	19.0	17.0	19.0	19.0	15.0	40.0	38.0	38.0	56.0	41.0	21.0	52.0	29.0	50.0	14.0	26.0	14.0	5.0	30.0	17.0	50.0	5.0	19.0	13.0	60.0	57.0	52.0	56.0	60.0	707	2017.0	2022	5.0	Goalkeeper
	16806	238186	M. Bulka	18	Poland	56	74	Chelsea	150	2.0	885	Right	1.0	2.0	1.0	Medium/ Medium	Lean	No	GK	2016-10-04	2019-01-01	78	198	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	8.0	10.0	28.0	5.0	7.0	13.0	14.0	27.0	13.0	28.0	25.0	42.0	49.0	28.0	22.0	43.0	20.0	70.0	7.0	25.0	11.0	8.0	38.0	18.0	42.0	12.0	10.0	14.0	57.0	54.0	56.0	52.0	59.0	371	2016.0	2019	3.0	Goalkeeper
38	1	20801	Cristiano Ronaldo	33	Portugal	94	94	Juventus	77	405.0	2228	Right	5.0	4.0	5.0	High/ Low	C. Ronaldo	Yes	ST	2018-07-10	2022-01-01	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	2018.0	2022	4.0	Attacking
	615	204614	Mário Rui	27	Portugal	79	80	Napoli	11.5	60.0	2066	Left	2.0	3.0	3.0	High/ Medium	Lean	No	LB	2018-01-06	2022-01-01	67	148	64	64	64	73	70	70	70	73	72	72	72	75	75	75	75	75	80	76	76	76	80	79	74	74	74	79	79.0	27.0	60.0	76.0	53.0	79.0	68.0	66.0	72.0	76.0	88.0	83.0	88.0	78.0	89.0	69.0	92.0	91.0	54.0	73.0	73.0	77.0	59.0	64.0	60.0	73.0	71.0	76.0	76.0	13.0	5.0	9.0	8.0	14.0	20.4	2018.0	2022	4.0	Defending
	337	212814	João Mário	25	Portugal	81	84	Inter	22.5	71.0	2055	Right	3.0	4.0	4.0	Medium/ Medium	Normal	Yes	CAM	2016-08-28	2021-01-01	70	161	75	75	75	80	79	79	79	80	81	81	81	80	81	81	81	80	76	76	76	76	76	73	69	69	69	73	77.0	64.0	55.0	83.0	69.0	83.0	74.0	67.0	78.0	83.0	73.0	69.0	81.0	73.0	77.0	76.0	64.0	79.0	68.0	72.0	60.0	72.0	77.0	81.0	66.0	82.0	57.0	70.0	62.0	6.0	15.0	8.0	8.0	8.0	39.9	2016.0	2021	5.0	Midfield
	247	210514	João Cancelo	24	Portugal	82	88	Juventus	25.5	95.0	2174	Right	2.0	3.0	4.0	High/ Medium	Lean	No	RB	2018-07-01	2023-01-01	72	163	76	76	76	81	80	80	80	81	80	80	80	83	80	80	80	83	84	80	80	80	84	83	77	77	77	83	85.0	58.0	64.0	78.0	62.0	84.0	83.0	69.0	75.0	83.0	91.0	91.0	78.0	82.0	74.0	80.0	73.0	89.0	66.0	66.0	73.0	77.0	78.0	74.0	46.0	77.0	79.0	79.0	79.0	6.0	9.0	15.0	14.0	14.0	47.2	2018.0	2023	5.0	Defending
	324	227928	Nélson Semedo	24	Portugal	81	86	FC Barcelona	20	125.0	2039	Right	2.0	3.0	4.0	Medium/ High	Lean	No	RB	2017-07-14	2022-01-01	70	148	71	71	71	76	75	75	75	76	74	74	74	78	75	75	75	78	82	77	77	77	82	81	76	76	76	81	74.0	50.0	58.0	73.0	42.0	80.0	61.0	30.0	65.0	78.0	91.0	92.0	88.0	82.0	83.0	74.0	80.0	91.0	62.0	60.0	77.0	80.0	72.0	62.0	38.0	75.0	75.0	78.0	79.0	16.0	12.0	10.0	14.0	12.0	42.5	2017.0	2022	5.0	Defending
	343	209889	R. Guerreiro	24	Portugal	81	86	Borussia Dortmund	24	54.0	2146	Left	3.0	3.0	4.0	Medium/ Medium	Normal	No	LM	2016-07-01	2020-01-01	67	157	77	77	77	83	82	82	82	83	83	83	83	83	82	82	82	83	81	79	79	79	81	79	72	72	72	79	85.0	75.0	52.0	84.0	78.0	83.0	84.0	82.0	75.0	84.0	82.0	68.0	88.0	83.0	86.0	79.0	63.0	72.0	49.0	82.0	69.0	84.0	77.0	79.0	44.0	75.0	67.0	70.0	77.0	12.0	6.0	8.0	11.0	8.0	42.6	2016.0	2020	4.0	Midfield
	56	218667	Bernardo Silva	23	Portugal	86	91	Manchester City	59.5	180.0	2039	Left	2.0	3.0	4.0	High/ Medium	Lean	Yes	RW	2017-07-01	2022-01-01	68	141	77	77	77	86	84	84	84	86	86	86	86	86	82	82	82	86	70	67	67	67	70	65	55	55	55	65	85.0	75.0	51.0	85.0	69.0	92.0	83.0	67.0	79.0	91.0	84.0	74.0	90.0	82.0	88.0	70.0	50.0	78.0	48.0	72.0	58.0	49.0	83.0	86.0	68.0	85.0	49.0	44.0	35.0	9.0	10.0	14.0	12.0	9.0	114.5	2017.0	2022	5.0	Attacking
	233	227055	Gelson Martins	23	Portugal	82	87	Atlético Madrid	29.5	59.0	2023	Right	3.0	3.0	5.0	High/ Medium	Lean	No	RM	2018-07-25	2023-01-01	68	159	77	77	77	84	82	82	82	84	82	82	82	84	76	76	76	84	71	65	65	65	71	68	56	56	56	68	81.0	66.0	51.0	78.0	74.0	85.0	82.0	60.0	55.0	83.0	95.0	94.0	94.0	83.0	92.0	72.0	65.0	87.0	48.0	69.0	60.0	43.0	82.0	79.0	66.0	85.0	54.0	46.0	36.0	12.0	9.0	7.0	6.0	9.0	62.7	2018.0	2023	5.0	Midfield
	1809	230767	Renato Sanches	20	Portugal	75	84	FC Bayern München	10	41.0	2102	Right	3.0	4.0	3.0	High/ High	Normal	Yes	CM	2016-07-01	2021-01-01	69	154	75	75	75	75	76	76	76	75	76	76	76	76	76	76	76	76	75	76	76	76	75	74	75	75	75	74	60.0	65.0	64.0	76.0	68.0	77.0	59.0	68.0	70.0	77.0	79.0	77.0	76.0	72.0	90.0	85.0	79.0	86.0	76.0	77.0	90.0	69.0	70.0	67.0	68.0	67.0	73.0	70.0	64.0	5.0	12.0	6.0	13.0	14.0	18.5	2016.0	2021	5.0	Midfield
	3451	234574	Diogo Dalot	19	Portugal	72	84	Manchester United	4.7	26.0	1906	Right	1.0	3.0	3.0	High/ Medium	Normal	No	RB	2018-06-09	2023-01-01	72	157	69	69	69	70	70	70	70	70	68	68	68	71	68	68	68	71	74	71	71	71	74	73	72	72	72	73	75.0	52.0	65.0	69.0	44.0	73.0	75.0	44.0	58.0	74.0	73.0	73.0	69.0	76.0	63.0	76.0	78.0	79.0	71.0	59.0	80.0	68.0	68.0	54.0	43.0	73.0	72.0	68.0	67.0	10.0	6.0	10.0	6.0	8.0	9.6	2018.0	2023	5.0	Defending
	14772	240175	Bruno Jordão	19	Portugal	60	76	Lazio	450	1.0	1521	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	CM	NaT	2019-06-30	71	157	56	56	56	58	59	59	59	58	61	61	61	59	60	60	60	59	53	56	56	56	53	51	52	52	52	51	44.0	52.0	57.0	65.0	35.0	68.0	42.0	41.0	61.0	67.0	56.0	55.0	66.0	60.0	66.0	62.0	55.0	54.0	62.0	40.0	58.0	48.0	32.0	64.0	54.0	62.0	42.0	42.0	34.0	9.0	11.0	6.0	6.0	7.0	19.8	2017.0	2019	2.0	Midfield
	13143	238616	Pedro Neto	18	Portugal	62	79	Lazio	625	1.0	1493	Left	1.0	3.0	3.0	High/ Medium	Normal	No	ST	NaT	2019-06-30	68	139	63	63	63	64	65	65	65	64	64	64	64	61	57	57	57	61	44	42	42	42	44	41	35	35	35	41	38.0	64.0	51.0	60.0	51.0	65.0	54.0	40.0	44.0	68.0	63.0	63.0	86.0	65.0	80.0	62.0	53.0	53.0	40.0	63.0	32.0	16.0	64.0	56.0	62.0	58.0	22.0	19.0	15.0	6.0	13.0	7.0	12.0	6.0	19.8	2017.0	2019	2.0	Attacking
	14252	243055	Rafael Camacho	18	Portugal	61	81	Liverpool	525	7.0	1561	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CAM	2018-07-01	2020-01-01	69	143	59	59	59	62	61	61	61	62	61	61	61	61	57	57	57	61	53	51	51	51	53	51	47	47	47	51	58.0	58.0	48.0	59.0	50.0	63.0	56.0	47.0	55.0	64.0	69.0	68.0	65.0	56.0	75.0	57.0	50.0	41.0	46.0	52.0	43.0	39.0	55.0	58.0	55.0	63.0	42.0	44.0	38.0	9.0	14.0	7.0	6.0	14.0	1.5	2018.0	2020	2.0	Midfield
39	533	165109	S. Radu	31	Romania	80	80	Lazio	10	51.0	1964	Left	2.0	3.0	3.0	Medium/ High	Normal	No	LCB	2008-01-01	2020-01-01	72	174	68	68	68	68	68	68	68	68	68	68	68	68	71	71	71	68	77	78	78	78	77	79	81	81	81	79	67.0	55.0	70.0	71.0	51.0	66.0	45.0	48.0	67.0	69.0	70.0	68.0	70.0	78.0	67.0	79.0	65.0	69.0	74.0	74.0	75.0	85.0	55.0	60.0	57.0	76.0	86.0	86.0	85.0	9.0	12.0	12.0	6.0	13.0	17	2008.0	2020	12.0	Defending
	817	205943	V. Chiricheş	28	Romania	78	78	Napoli	8.5	57.0	1866	Right	2.0	3.0	2.0	Medium/ Medium	Lean	Yes	CB	2015-07-30	2022-01-01	72	165	65	65	65	60	62	62	62	60	61	61	61	61	66	66	66	61	71	75	75	75	71	73	78	78	78	73	46.0	56.0	73.0	68.0	70.0	59.0	46.0	25.0	70.0	66.0	66.0	67.0	57.0	74.0	72.0	82.0	73.0	66.0	72.0	72.0	76.0	79.0	36.0	46.0	51.0	69.0	83.0	82.0	78.0	7.0	11.0	10.0	14.0	13.0	14.5	2015.0	2022	7.0	Defending
40	241	216267	A. Robertson	24	Scotland	82	87	Liverpool	24.5	98.0	2023	Left	1.0	2.0	3.0	High/ High	Lean	Yes	LB	2017-07-21	2021-01-01	70	141	70	70	70	76	74	74	74	76	75	75	75	78	76	76	76	78	83	79	79	79	83	82	77	77	77	82	86.0	57.0	63.0	76.0	32.0	76.0	74.0	30.0	68.0	78.0	81.0	86.0	78.0	81.0	74.0	67.0	59.0	89.0	66.0	60.0	78.0	80.0	66.0	74.0	55.0	73.0	80.0	81.0	78.0	11.0	8.0	10.0	7.0	14.0	48.4	2017.0	2021	4.0	Defending
	4513	237238	S. McTominay	21	Scotland	71	81	Manchester United	3.8	43.0	1847	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CM	2013-07-01	2021-01-01	76	194	68	68	68	68	68	68	68	68	69	69	69	69	71	71	71	69	70	73	73	73	70	70	72	72	72	70	66.0	58.0	72.0	75.0	53.0	65.0	50.0	34.0	69.0	73.0	62.0	65.0	61.0	67.0	51.0	71.0	66.0	71.0	78.0	61.0	72.0	73.0	61.0	71.0	59.0	74.0	68.0	69.0	64.0	9.0	6.0	6.0	10.0	11.0	7.8	2013.0	2021	8.0	Midfield
	10457	240513	E. Hamilton	19	Scotland	65	78	Manchester United	1	11.0	1734	Left	1.0	3.0	3.0	Medium/ High	Normal	Yes	CM	2015-07-01	2020-01-01	73	165	64	64	64	63	64	64	64	63	65	65	65	63	65	65	65	63	61	64	64	64	61	61	62	62	62	61	57.0	58.0	64.0	69.0	52.0	61.0	54.0	50.0	64.0	65.0	60.0	55.0	62.0	61.0	60.0	70.0	61.0	66.0	68.0	68.0	70.0	59.0	59.0	63.0	51.0	54.0	57.0	54.0	53.0	7.0	11.0	5.0	9.0	11.0	2.5	2015.0	2020	5.0	Midfield
	14603	245992	B. Gilmour	17	Scotland	61	84	Chelsea	550	7.0	1613	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2018-07-01	2021-01-01	68	150	55	55	55	61	60	60	60	61	63	63	63	62	62	62	62	62	55	55	55	55	55	53	49	49	49	53	56.0	48.0	50.0	69.0	59.0	64.0	58.0	54.0	70.0	62.0	66.0	56.0	75.0	51.0	82.0	48.0	60.0	50.0	32.0	50.0	54.0	46.0	55.0	66.0	49.0	64.0	41.0	45.0	47.0	9.0	7.0	9.0	13.0	12.0	1.6	2018.0	2021	3.0	Midfield
41	44	201024	K. Koulibaly	27	Senegal	87	90	Napoli	51	115.0	1660	Right	3.0	3.0	2.0	High/ High	Normal	Yes	LCB	2014-07-01	2021-01-01	74	196	55	55	55	54	55	55	55	54	55	55	55	58	61	61	61	58	74	78	78	78	74	78	87	87	87	78	30.0	19.0	81.0	66.0	14.0	66.0	28.0	28.0	56.0	60.0	68.0	75.0	50.0	80.0	40.0	55.0	81.0	71.0	94.0	15.0	87.0	88.0	24.0	43.0	33.0	78.0	91.0	88.0	86.0	7.0	11.0	7.0	13.0	5.0	90.5	2014.0	2021	7.0	Defending
	58	208722	S. Mané	26	Senegal	86	87	Liverpool	52	195.0	2110	Right	3.0	4.0	4.0	High/ Medium	Lean	Yes	LM	2016-07-01	2023-01-01	69	152	84	84	84	87	87	87	87	87	86	86	86	86	80	80	80	86	69	66	66	66	69	65	58	58	58	65	73.0	84.0	62.0	79.0	71.0	87.0	74.0	64.0	71.0	86.0	95.0	93.0	91.0	86.0	86.0	82.0	75.0	84.0	67.0	74.0	73.0	35.0	87.0	82.0	71.0	80.0	42.0	42.0	38.0	10.0	10.0	15.0	7.0	14.0	102.7	2016.0	2023	7.0	Midfield
	437	215785	K. Baldé	23	Senegal	80	85	Inter	20	65.0	1921	Right	2.0	4.0	4.0	High/ Low	Normal	Yes	RM	NaT	2019-06-30	71	176	79	79	79	82	81	81	81	82	80	80	80	81	72	72	72	81	61	56	56	56	61	57	48	48	48	57	75.0	78.0	58.0	76.0	68.0	83.0	70.0	52.0	64.0	85.0	92.0	92.0	82.0	76.0	78.0	78.0	67.0	73.0	76.0	74.0	54.0	31.0	77.0	72.0	60.0	79.0	17.0	29.0	28.0	12.0	8.0	13.0	8.0	15.0	19.8	2017.0	2019	2.0	Midfield
	6000	237156	M. Wagué	19	Senegal	69	81	FC Barcelona	1.6	20.0	1743	Right	1.0	3.0	3.0	High/ Medium	Lean	No	RB	2018-08-05	2023-01-01	70	154	59	59	59	66	63	63	63	66	63	63	63	67	63	63	63	67	69	65	65	65	69	69	65	65	65	69	69.0	36.0	54.0	62.0	31.0	71.0	32.0	31.0	56.0	68.0	84.0	79.0	79.0	65.0	85.0	56.0	84.0	67.0	50.0	32.0	68.0	67.0	63.0	55.0	39.0	66.0	61.0	68.0	68.0	11.0	10.0	12.0	15.0	15.0	3.6	2018.0	2023	5.0	Defending
42	1005	167514	D. Basta	33	Serbia	77	77	Lazio	3.4	41.0	2055	Right	2.0	3.0	3.0	High/ High	Normal	No	RB	2014-07-01	2023-01-01	72	159	72	72	72	73	72	72	72	73	72	72	72	74	74	74	74	74	78	77	77	77	78	78	77	77	77	78	75.0	58.0	72.0	76.0	64.0	74.0	72.0	66.0	74.0	77.0	74.0	75.0	70.0	75.0	68.0	77.0	70.0	77.0	72.0	75.0	72.0	82.0	66.0	56.0	55.0	75.0	74.0	77.0	75.0	12.0	6.0	11.0	14.0	14.0	5.8	2014.0	2023	9.0	Defending
	291	185103	A. Kolarov	32	Serbia	82	82	Roma	12.5	73.0	2230	Left	2.0	3.0	3.0	High/ Medium	Normal	Yes	LB	2017-07-22	2020-01-01	74	183	76	76	76	77	77	77	77	77	77	77	77	79	80	80	80	79	82	81	81	81	82	82	82	82	82	82	91.0	55.0	80.0	77.0	64.0	79.0	85.0	86.0	77.0	76.0	73.0	70.0	63.0	84.0	58.0	91.0	80.0	84.0	77.0	83.0	85.0	81.0	75.0	77.0	74.0	88.0	81.0	82.0	81.0	16.0	15.0	8.0	16.0	6.0	21.3	2017.0	2020	3.0	Defending
	132	191202	N. Matić	29	Serbia	84	84	Manchester United	24	165.0	2100	Left	3.0	3.0	3.0	Medium/ High	Lean	Yes	CDM	2017-07-31	2020-01-01	76	187	76	76	76	75	77	77	77	75	77	77	77	77	82	82	82	77	81	85	85	85	81	80	83	83	83	80	71.0	64.0	74.0	84.0	73.0	80.0	72.0	67.0	83.0	79.0	52.0	59.0	44.0	83.0	50.0	83.0	67.0	84.0	85.0	75.0	80.0	86.0	69.0	73.0	64.0	84.0	83.0	84.0	75.0	7.0	15.0	12.0	14.0	9.0	44.4	2017.0	2020	3.0	Midfield
	781	215466	N. Maksimović	26	Serbia	78	81	Napoli	11	54.0	1584	Right	2.0	3.0	2.0	Medium/ High	Lean	No	CB	2017-07-09	2021-01-01	76	192	51	51	51	50	49	49	49	50	50	50	50	53	56	56	56	53	69	71	71	71	69	72	79	79	79	72	45.0	22.0	79.0	59.0	28.0	49.0	29.0	23.0	59.0	61.0	62.0	68.0	49.0	71.0	58.0	39.0	67.0	67.0	86.0	29.0	78.0	80.0	29.0	31.0	26.0	70.0	79.0	80.0	79.0	12.0	9.0	5.0	11.0	15.0	19.5	2017.0	2021	4.0	Defending
	2405	212125	L. Marković	24	Serbia	74	77	Liverpool	7	62.0	1859	Right	2.0	3.0	4.0	Medium/ Medium	Lean	Yes	RM	2014-07-15	2019-01-01	69	143	71	71	71	76	75	75	75	76	75	75	75	75	69	69	69	75	61	57	57	57	61	58	51	51	51	58	69.0	66.0	58.0	72.0	68.0	80.0	79.0	62.0	64.0	79.0	82.0	85.0	89.0	73.0	75.0	65.0	78.0	49.0	49.0	64.0	41.0	49.0	70.0	70.0	70.0	72.0	32.0	39.0	37.0	8.0	9.0	15.0	6.0	7.0	13.8	2014.0	2019	5.0	Midfield
	78	223848	S. Milinković-Savić	23	Serbia	85	90	Lazio	50.5	73.0	2206	Right	2.0	4.0	4.0	High/ Medium	Normal	Yes	CM	2015-08-06	2023-01-01	75	168	83	83	83	81	83	83	83	81	84	84	84	82	85	85	85	82	79	82	82	82	79	78	81	81	81	78	64.0	80.0	86.0	85.0	74.0	86.0	78.0	75.0	85.0	87.0	68.0	70.0	66.0	80.0	59.0	83.0	85.0	85.0	88.0	80.0	73.0	78.0	79.0	85.0	56.0	82.0	75.0	77.0	72.0	7.0	10.0	7.0	16.0	7.0	89.6	2015.0	2023	8.0	Midfield
43	52	171877	M. Hamšík	30	Slovakia	87	87	Napoli	46.5	125.0	2188	Right	3.0	5.0	3.0	High/ Medium	Normal	Yes	LCM	2007-07-01	2020-01-01	72	174	84	84	84	85	86	86	86	85	87	87	87	85	87	87	87	85	80	81	81	81	80	78	75	75	75	78	78.0	79.0	74.0	88.0	79.0	86.0	80.0	72.0	83.0	87.0	69.0	68.0	76.0	88.0	66.0	82.0	71.0	84.0	67.0	83.0	56.0	72.0	88.0	86.0	70.0	84.0	75.0	73.0	62.0	8.0	6.0	4.0	14.0	14.0	79.1	2007.0	2020	13.0	Midfield
	77	232363	M. Škriniar	23	Slovakia	85	92	Inter	46.5	82.0	1800	Right	1.0	4.0	2.0	Medium/ High	Normal	No	LCB	2017-07-07	2022-01-01	74	176	59	59	59	58	59	59	59	58	60	60	60	62	67	67	67	62	75	80	80	80	75	78	85	85	85	78	40.0	42.0	80.0	70.0	40.0	59.0	34.0	30.0	68.0	67.0	70.0	73.0	48.0	81.0	48.0	50.0	78.0	77.0	83.0	30.0	86.0	86.0	30.0	57.0	56.0	80.0	92.0	88.0	82.0	10.0	13.0	12.0	8.0	12.0	88.4	2017.0	2022	5.0	Defending
44	40	162835	S. Handanovič	33	Slovenia	88	88	Inter	30	110.0	1262	Right	3.0	2.0	1.0	Medium/ Medium	Normal	Yes	GK	2012-07-01	2021-01-01	76	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	10.0	10.0	36.0	12.0	12.0	12.0	14.0	34.0	16.0	51.0	55.0	47.0	83.0	36.0	22.0	78.0	41.0	71.0	19.0	25.0	22.0	12.0	41.0	23.0	69.0	25.0	10.0	13.0	87.0	86.0	69.0	89.0	89.0	51	2012.0	2021	9.0	Goalkeeper
	9	200389	J. Oblak	25	Slovenia	90	93	Atlético Madrid	68	94.0	1331	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2014-07-16	2021-01-01	74	192	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	11.0	15.0	29.0	13.0	12.0	13.0	14.0	26.0	16.0	43.0	60.0	67.0	86.0	49.0	22.0	76.0	41.0	78.0	12.0	34.0	19.0	11.0	70.0	11.0	70.0	27.0	12.0	18.0	86.0	92.0	78.0	88.0	89.0	144.5	2014.0	2021	7.0	Goalkeeper
45	15718	244690	T. Matthews	17	South Africa	59	79	Borussia Dortmund	300	3.0	1458	Left	1.0	4.0	3.0	Medium/ Medium	Lean	No	CAM	2018-09-06	2021-01-01	69	154	52	52	52	62	58	58	58	62	60	60	60	61	53	53	53	61	49	43	43	43	49	45	36	36	36	45	57.0	49.0	33.0	56.0	48.0	70.0	53.0	44.0	47.0	66.0	78.0	77.0	87.0	48.0	87.0	39.0	61.0	53.0	34.0	37.0	32.0	24.0	45.0	54.0	45.0	50.0	35.0	22.0	24.0	10.0	15.0	10.0	10.0	10.0	810	2018.0	2021	3.0	Midfield
46	224	24630	Pepe Reina	35	Spain	83	83	Milan	6	56.0	1299	Right	3.0	3.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-02	2021-01-01	74	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	14.0	13.0	19.0	11.0	10.0	11.0	11.0	22.0	23.0	50.0	63.0	50.0	82.0	60.0	24.0	73.0	34.0	72.0	15.0	32.0	22.0	13.0	65.0	24.0	64.0	20.0	22.0	24.0	80.0	83.0	82.0	82.0	82.0	10.2	2018.0	2021	3.0	Goalkeeper
	402	161956	Borja Valero	33	Spain	81	81	Inter	11	74.0	2039	Right	3.0	4.0	4.0	Medium/ Medium	Normal	No	CAM	2017-07-10	2020-01-01	69	161	74	74	74	79	79	79	79	79	83	83	83	80	84	84	84	80	75	77	77	77	75	72	69	69	69	72	78.0	67.0	60.0	89.0	70.0	85.0	78.0	76.0	85.0	88.0	55.0	52.0	74.0	81.0	80.0	72.0	67.0	69.0	66.0	70.0	52.0	70.0	70.0	86.0	72.0	83.0	65.0	66.0	62.0	5.0	4.0	10.0	8.0	7.0	18.7	2017.0	2020	3.0	Midfield
	543	146760	Juanfran	33	Spain	80	80	Atlético Madrid	5.5	53.0	2053	Right	3.0	3.0	3.0	High/ Medium	Lean	Yes	RB	2011-01-01	2019-01-01	71	157	71	71	71	76	74	74	74	76	75	75	75	78	76	76	76	78	81	79	79	79	81	81	78	78	78	81	81.0	54.0	59.0	77.0	49.0	75.0	80.0	59.0	66.0	78.0	74.0	86.0	74.0	82.0	63.0	68.0	68.0	80.0	74.0	53.0	78.0	76.0	68.0	72.0	66.0	74.0	75.0	81.0	80.0	11.0	14.0	10.0	15.0	7.0	11.3	2011.0	2019	8.0	Defending
	1333	162131	Llorente	33	Spain	76	76	Tottenham Hotspur	4.8	76.0	1599	Right	3.0	3.0	3.0	Medium/ Medium	Normal	Yes	ST	2017-08-31	2019-01-01	76	203	78	78	78	68	74	74	74	68	72	72	72	66	67	67	67	66	47	54	54	54	47	45	52	52	52	45	44.0	79.0	90.0	73.0	81.0	67.0	57.0	40.0	49.0	80.0	29.0	32.0	33.0	80.0	30.0	79.0	55.0	44.0	86.0	64.0	71.0	25.0	84.0	70.0	70.0	82.0	34.0	25.0	15.0	2.0	2.0	3.0	4.0	2.0	8.9	2017.0	2019	2.0	Attacking
	13	168542	David Silva	32	Spain	90	90	Manchester City	60	285.0	2115	Left	4.0	2.0	4.0	High/ Medium	Normal	Yes	LCM	2010-07-14	2020-01-01	68	148	80	80	80	88	87	87	87	88	90	90	90	88	88	88	88	88	72	73	73	73	72	67	60	60	60	67	84.0	76.0	54.0	93.0	82.0	89.0	82.0	77.0	87.0	94.0	70.0	64.0	92.0	90.0	90.0	72.0	64.0	78.0	52.0	75.0	57.0	50.0	89.0	92.0	75.0	93.0	59.0	53.0	29.0	6.0	15.0	7.0	6.0	12.0	111	2010.0	2020	10.0	Midfield
	520	177604	Nacho Monreal	32	Spain	80	80	Arsenal	8	99.0	2011	Left	2.0	3.0	3.0	High/ Medium	Lean	Yes	LB	2013-01-31	2019-01-01	70	159	70	70	70	72	72	72	72	72	72	72	72	73	74	74	74	73	79	78	78	78	79	79	79	79	79	79	76.0	55.0	72.0	77.0	58.0	73.0	74.0	52.0	61.0	77.0	72.0	67.0	70.0	82.0	73.0	74.0	74.0	74.0	65.0	61.0	77.0	81.0	66.0	66.0	61.0	76.0	80.0	83.0	81.0	7.0	5.0	9.0	3.0	5.0	15.2	2013.0	2019	6.0	Defending
	8	155862	Sergio Ramos	32	Spain	91	91	Real Madrid	51	380.0	2201	Right	4.0	3.0	3.0	High/ Medium	Normal	Yes	RCB	2005-08-01	2020-01-01	72	181	76	76	76	73	74	74	74	73	74	74	74	75	78	78	78	75	84	87	87	87	84	87	90	90	90	87	66.0	60.0	91.0	78.0	66.0	63.0	74.0	72.0	77.0	84.0	76.0	75.0	78.0	85.0	66.0	79.0	93.0	84.0	83.0	59.0	88.0	90.0	60.0	63.0	75.0	82.0	87.0	92.0	91.0	11.0	8.0	9.0	7.0	11.0	104.6	2005.0	2020	15.0	Defending
	150	157481	Raúl Albiol	32	Spain	84	84	Napoli	18	88.0	1765	Right	3.0	3.0	2.0	Low/ High	Lean	Yes	RCB	2013-07-21	2021-01-01	75	181	58	58	58	57	59	59	59	57	62	62	62	60	69	69	69	60	73	81	81	81	73	75	85	85	85	75	38.0	27.0	77.0	74.0	31.0	59.0	53.0	45.0	72.0	71.0	54.0	53.0	53.0	82.0	56.0	65.0	77.0	55.0	82.0	53.0	81.0	86.0	30.0	57.0	37.0	75.0	89.0	87.0	85.0	8.0	6.0	5.0	9.0	8.0	30.6	2013.0	2021	8.0	Defending
	305	173521	Marcano	31	Spain	82	82	Roma	15	73.0	1827	Left	3.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2018-07-01	2021-01-01	74	170	61	61	61	59	60	60	60	59	61	61	61	62	67	67	67	62	76	79	79	79	76	78	84	84	84	78	49.0	43.0	83.0	76.0	34.0	54.0	39.0	37.0	67.0	67.0	67.0	69.0	58.0	78.0	56.0	65.0	91.0	78.0	77.0	42.0	82.0	82.0	30.0	48.0	45.0	72.0	85.0	84.0	80.0	8.0	16.0	7.0	14.0	16.0	25.5	2018.0	2021	3.0	Defending
	137	185020	José Callejón	31	Spain	84	84	Napoli	27.5	105.0	2045	Right	3.0	3.0	3.0	High/ High	Lean	Yes	RM	2013-07-11	2020-01-01	70	161	82	82	82	85	85	85	85	85	84	84	84	84	76	76	76	84	70	63	63	63	70	66	57	57	57	66	82.0	78.0	65.0	80.0	84.0	82.0	73.0	65.0	51.0	85.0	88.0	89.0	85.0	82.0	80.0	78.0	73.0	91.0	55.0	80.0	54.0	40.0	88.0	78.0	62.0	79.0	64.0	32.0	32.0	8.0	5.0	14.0	11.0	11.0	46.8	2013.0	2020	7.0	Midfield
	219	162895	Cesc Fàbregas	31	Spain	83	83	Chelsea	22	140.0	2040	Right	4.0	3.0	3.0	High/ Medium	Normal	Yes	CM	2014-07-01	2019-01-01	70	170	77	77	77	79	80	80	80	79	83	83	83	80	82	82	82	80	71	73	73	73	71	69	65	65	65	69	85.0	72.0	74.0	90.0	81.0	79.0	78.0	81.0	89.0	85.0	56.0	54.0	62.0	81.0	75.0	77.0	63.0	56.0	61.0	70.0	45.0	50.0	72.0	91.0	78.0	92.0	64.0	59.0	58.0	6.0	10.0	8.0	15.0	15.0	40.7	2014.0	2019	5.0	Midfield
	697	177644	Kiko Casilla	31	Spain	79	79	Real Madrid	7.5	105.0	1279	Right	2.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2015-07-19	2020-01-01	75	190	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	24.0	14.0	13.0	30.0	12.0	12.0	25.0	25.0	24.0	20.0	32.0	49.0	43.0	74.0	58.0	24.0	69.0	43.0	79.0	13.0	45.0	20.0	12.0	52.0	23.0	60.0	26.0	15.0	11.0	74.0	81.0	79.0	81.0	77.0	15.4	2015.0	2020	5.0	Goalkeeper
	212	178086	Adán	31	Spain	83	83	Atlético Madrid	15.5	55.0	1299	Left	2.0	2.0	1.0	Medium/ Medium	Normal	Yes	GK	2018-07-10	2020-01-01	75	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	11.0	23.0	34.0	15.0	12.0	11.0	12.0	43.0	15.0	56.0	54.0	55.0	77.0	51.0	25.0	71.0	32.0	77.0	12.0	41.0	20.0	11.0	42.0	25.0	63.0	20.0	14.0	18.0	81.0	84.0	78.0	84.0	83.0	31.8	2018.0	2020	2.0	Goalkeeper
	54	152729	Piqué	31	Spain	87	87	FC Barcelona	34	240.0	1950	Right	4.0	3.0	2.0	High/ Medium	Normal	Yes	RCB	2008-07-01	2022-01-01	76	187	71	71	71	67	69	69	69	67	70	70	70	69	76	76	76	69	78	84	84	84	78	80	86	86	86	80	57.0	64.0	83.0	81.0	57.0	59.0	58.0	43.0	80.0	78.0	49.0	60.0	58.0	84.0	36.0	62.0	74.0	65.0	83.0	51.0	72.0	88.0	58.0	62.0	69.0	86.0	91.0	86.0	84.0	10.0	11.0	14.0	15.0	8.0	69.7	2008.0	2022	14.0	Defending
	283	189505	Pedro	30	Spain	82	82	Chelsea	21	140.0	1968	Right	3.0	5.0	4.0	High/ High	Lean	Yes	RW	2015-08-20	2020-01-01	67	143	78	78	78	83	83	83	83	83	83	83	83	82	77	77	77	82	66	64	64	64	66	62	53	53	53	62	78.0	78.0	55.0	80.0	70.0	84.0	81.0	57.0	71.0	85.0	79.0	74.0	82.0	81.0	80.0	77.0	66.0	70.0	47.0	79.0	56.0	49.0	82.0	77.0	66.0	77.0	49.0	32.0	31.0	5.0	11.0	12.0	15.0	9.0	38.9	2015.0	2020	5.0	Attacking
	211	178088	Juan Mata	30	Spain	83	83	Manchester United	24.5	160.0	1984	Left	3.0	3.0	4.0	Medium/ Medium	Lean	Yes	RM	2014-01-25	2019-01-01	67	139	77	77	77	83	83	83	83	83	85	85	85	83	80	80	80	83	64	63	63	63	64	59	49	49	49	59	83.0	78.0	56.0	85.0	71.0	82.0	84.0	86.0	79.0	88.0	69.0	62.0	84.0	85.0	89.0	75.0	70.0	71.0	37.0	72.0	50.0	39.0	83.0	85.0	81.0	87.0	42.0	31.0	21.0	9.0	10.0	14.0	5.0	8.0	45.3	2014.0	2019	5.0	Midfield
	100	179844	Diego Costa	29	Spain	85	85	Atlético Madrid	38.5	100.0	2003	Right	4.0	4.0	2.0	High/ Medium	Normal	Yes	LS	2018-01-01	2021-01-01	74	190	85	85	85	79	82	82	82	79	78	78	78	78	72	72	72	78	64	64	64	64	64	62	64	64	64	62	65.0	87.0	82.0	65.0	81.0	77.0	62.0	59.0	52.0	83.0	74.0	76.0	58.0	85.0	53.0	83.0	64.0	76.0	92.0	74.0	93.0	40.0	87.0	74.0	75.0	83.0	58.0	39.0	34.0	11.0	13.0	12.0	8.0	11.0	78.9	2018.0	2021	3.0	Attacking
	49	189332	Jordi Alba	29	Spain	87	87	FC Barcelona	38	250.0	2230	Left	3.0	3.0	3.0	High/ Medium	Normal	Yes	LB	2012-07-01	2020-01-01	67	150	79	79	79	84	82	82	82	84	82	82	82	85	82	82	82	85	87	83	83	83	87	87	81	81	81	87	87.0	73.0	70.0	84.0	60.0	80.0	80.0	63.0	74.0	84.0	93.0	93.0	90.0	83.0	85.0	64.0	81.0	91.0	61.0	66.0	75.0	84.0	79.0	70.0	59.0	79.0	72.0	84.0	85.0	13.0	15.0	13.0	6.0	13.0	77.9	2012.0	2020	8.0	Defending
	20	189511	Sergio Busquets	29	Spain	89	89	FC Barcelona	51.5	315.0	2065	Right	4.0	3.0	3.0	Medium/ Medium	Lean	Yes	CDM	2008-09-01	2023-01-01	74	168	74	74	74	77	79	79	79	77	82	82	82	79	86	86	86	79	82	89	89	89	82	81	85	85	85	81	62.0	67.0	68.0	89.0	44.0	80.0	66.0	68.0	82.0	88.0	50.0	52.0	66.0	87.0	52.0	61.0	66.0	86.0	77.0	54.0	85.0	87.0	77.0	87.0	60.0	90.0	90.0	86.0	80.0	5.0	8.0	13.0	9.0	13.0	105.6	2008.0	2023	15.0	Midfield
	215	177610	Javi Martínez	29	Spain	83	83	FC Bayern München	20	94.0	1948	Right	3.0	3.0	2.0	Medium/ Medium	Normal	Yes	CDM	2012-08-29	2021-01-01	76	190	67	67	67	65	67	67	67	65	69	69	69	67	76	76	76	67	78	84	84	84	78	79	87	87	87	79	60.0	43.0	87.0	77.0	58.0	60.0	46.0	45.0	74.0	74.0	49.0	53.0	53.0	83.0	48.0	76.0	85.0	74.0	84.0	62.0	90.0	87.0	51.0	75.0	52.0	80.0	85.0	86.0	86.0	5.0	12.0	9.0	11.0	8.0	33	2012.0	2021	9.0	Midfield
	363	199715	Vitolo	28	Spain	81	81	Atlético Madrid	18	65.0	2007	Right	2.0	4.0	3.0	High/ High	Normal	Yes	LM	2017-07-12	2022-01-01	73	174	79	79	79	81	81	81	81	81	81	81	81	82	76	76	76	82	63	62	62	62	63	59	54	54	54	59	78.0	77.0	65.0	79.0	75.0	84.0	76.0	62.0	80.0	83.0	78.0	77.0	74.0	80.0	63.0	77.0	70.0	80.0	81.0	73.0	61.0	25.0	80.0	78.0	74.0	70.0	68.0	21.0	23.0	11.0	16.0	8.0	14.0	16.0	36.9	2017.0	2022	5.0	Midfield
	188	200724	Nacho Fernández	28	Spain	83	85	Real Madrid	24.5	180.0	1855	Right	2.0	4.0	2.0	Medium/ High	Normal	Yes	CB	2010-08-01	2021-01-01	71	168	60	60	60	63	61	61	61	63	62	62	62	66	68	68	68	66	79	79	79	79	79	81	82	82	82	81	70.0	32.0	82.0	80.0	38.0	55.0	55.0	37.0	61.0	78.0	70.0	79.0	60.0	79.0	68.0	54.0	81.0	78.0	79.0	28.0	78.0	81.0	37.0	53.0	45.0	73.0	75.0	86.0	85.0	12.0	7.0	10.0	15.0	7.0	52.1	2010.0	2021	11.0	Defending
	374	191740	Ander Herrera	28	Spain	81	81	Manchester United	17.5	140.0	2170	Right	3.0	4.0	3.0	High/ High	Lean	Yes	CM	2014-06-26	2019-01-01	72	154	76	76	76	79	79	79	79	79	81	81	81	81	83	83	83	81	82	84	84	84	82	81	79	79	79	81	74.0	71.0	58.0	83.0	65.0	77.0	80.0	65.0	79.0	82.0	75.0	68.0	79.0	82.0	78.0	75.0	61.0	87.0	67.0	69.0	86.0	86.0	78.0	78.0	79.0	84.0	78.0	80.0	77.0	9.0	12.0	15.0	9.0	8.0	32.4	2014.0	2019	5.0	Midfield
	69	184432	Azpilicueta	28	Spain	86	86	Chelsea	35	175.0	2114	Right	3.0	3.0	2.0	Medium/ Medium	Normal	Yes	RB	2012-08-24	2022-01-01	70	168	70	70	70	74	73	73	73	74	75	75	75	77	80	80	80	77	86	86	86	86	86	87	86	86	86	87	81.0	46.0	76.0	81.0	51.0	69.0	68.0	58.0	80.0	77.0	76.0	76.0	72.0	88.0	73.0	68.0	76.0	87.0	71.0	60.0	82.0	89.0	62.0	74.0	66.0	78.0	88.0	90.0	86.0	13.0	9.0	10.0	6.0	5.0	64.8	2012.0	2022	10.0	Defending
	200	192638	Marcos Alonso	27	Spain	83	84	Chelsea	24	130.0	2201	Left	2.0	3.0	3.0	High/ Low	Lean	Yes	LB	2016-08-31	2023-01-01	74	192	80	80	80	79	80	80	80	79	79	79	79	81	81	81	81	81	83	82	82	82	83	83	81	81	81	83	85.0	68.0	83.0	84.0	70.0	79.0	85.0	86.0	73.0	83.0	69.0	76.0	64.0	84.0	58.0	84.0	71.0	90.0	76.0	77.0	75.0	79.0	79.0	69.0	64.0	76.0	79.0	82.0	79.0	9.0	7.0	13.0	9.0	12.0	46.2	2016.0	2023	7.0	Defending
	172	208618	Lucas Vázquez	27	Spain	83	83	Real Madrid	27	205.0	2048	Right	2.0	4.0	4.0	High/ High	Normal	Yes	RW	2015-07-02	2021-01-01	68	154	77	77	77	83	82	82	82	83	83	83	83	84	80	80	80	84	71	67	67	67	71	67	57	57	57	67	86.0	73.0	52.0	83.0	54.0	82.0	82.0	75.0	75.0	83.0	84.0	79.0	79.0	85.0	84.0	82.0	68.0	90.0	57.0	80.0	65.0	44.0	81.0	83.0	56.0	75.0	42.0	50.0	44.0	9.0	16.0	9.0	9.0	7.0	55.4	2015.0	2021	6.0	Attacking
	67	189509	Thiago	27	Spain	86	86	FC Bayern München	45.5	130.0	2190	Right	3.0	3.0	5.0	Medium/ Medium	Normal	Yes	CM	2013-07-14	2021-01-01	69	154	78	78	78	85	84	84	84	85	87	87	87	85	87	87	87	85	79	80	80	80	79	76	70	70	70	76	72.0	69.0	54.0	90.0	90.0	90.0	85.0	77.0	87.0	90.0	78.0	69.0	90.0	84.0	86.0	75.0	75.0	75.0	59.0	79.0	57.0	78.0	79.0	86.0	75.0	85.0	67.0	63.0	65.0	6.0	11.0	7.0	9.0	13.0	75.1	2013.0	2021	8.0	Midfield
	3	193080	De Gea	27	Spain	91	93	Manchester United	72	260.0	1471	Right	4.0	3.0	1.0	Medium/ Medium	Lean	Yes	GK	2011-07-01	2020-01-01	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	2011.0	2020	9.0	Goalkeeper
	192	199564	Sergi Roberto	26	Spain	83	86	FC Barcelona	26.5	170.0	2106	Right	3.0	3.0	4.0	High/ High	Normal	Yes	RB	2013-07-01	2022-01-01	70	150	74	74	74	80	79	79	79	80	81	81	81	82	83	83	83	82	85	83	83	83	85	84	79	79	79	84	85.0	63.0	72.0	86.0	50.0	78.0	74.0	60.0	78.0	83.0	78.0	79.0	69.0	80.0	74.0	65.0	47.0	85.0	69.0	66.0	68.0	81.0	69.0	83.0	57.0	76.0	75.0	83.0	83.0	14.0	16.0	11.0	15.0	10.0	56.3	2013.0	2022	9.0	Defending
	123	204963	Carvajal	26	Spain	84	87	Real Madrid	31.5	185.0	2040	Right	3.0	3.0	3.0	High/ High	Stocky	Yes	RB	2013-07-05	2022-01-01	68	161	68	68	68	74	71	71	71	74	73	73	73	77	76	76	76	77	85	83	83	83	85	85	83	83	83	85	83.0	41.0	70.0	81.0	34.0	76.0	72.0	47.0	71.0	83.0	79.0	84.0	81.0	82.0	79.0	64.0	76.0	84.0	74.0	36.0	81.0	83.0	61.0	57.0	45.0	77.0	83.0	83.0	85.0	13.0	13.0	15.0	9.0	15.0	66.9	2013.0	2022	9.0	Defending
	86	193747	Koke	26	Spain	85	86	Atlético Madrid	45	88.0	2175	Right	3.0	4.0	3.0	High/ High	Normal	Yes	LM	2011-01-01	2019-01-01	69	163	80	80	80	84	84	84	84	84	86	86	86	86	87	87	87	86	79	81	81	81	79	76	73	73	73	76	86.0	72.0	61.0	90.0	56.0	82.0	85.0	76.0	89.0	86.0	71.0	68.0	74.0	85.0	78.0	84.0	61.0	90.0	79.0	81.0	71.0	66.0	84.0	87.0	59.0	78.0	80.0	69.0	51.0	14.0	12.0	5.0	10.0	13.0	95.6	2011.0	2019	8.0	Midfield
	30	197781	Isco	26	Spain	88	91	Real Madrid	73.5	315.0	2137	Right	3.0	3.0	4.0	High/ Medium	Normal	Yes	LW	2013-07-03	2022-01-01	69	174	79	79	79	87	86	86	86	87	89	89	89	86	86	86	86	86	75	76	76	76	75	71	66	66	66	71	75.0	79.0	55.0	89.0	65.0	94.0	88.0	76.0	83.0	95.0	75.0	69.0	87.0	77.0	90.0	69.0	64.0	70.0	59.0	87.0	58.0	64.0	78.0	89.0	76.0	86.0	60.0	64.0	51.0	10.0	8.0	12.0	15.0	6.0	156.2	2013.0	2022	9.0	Attacking
	1218	205069	Bernat	25	Spain	76	77	Paris Saint-Germain	7.5	54.0	2033	Left	2.0	3.0	4.0	High/ Medium	Normal	Yes	LB	2018-08-31	2021-01-01	67	148	70	70	70	78	76	76	76	78	77	77	77	78	76	76	76	78	78	75	75	75	78	77	71	71	71	77	79.0	57.0	53.0	79.0	59.0	84.0	76.0	51.0	64.0	83.0	79.0	78.0	86.0	77.0	88.0	62.0	73.0	77.0	55.0	62.0	68.0	73.0	73.0	70.0	53.0	69.0	69.0	75.0	74.0	8.0	9.0	12.0	11.0	16.0	14.4	2018.0	2021	3.0	Defending
	1223	202515	Jesé	25	Spain	76	79	Paris Saint-Germain	9.5	59.0	1798	Right	2.0	4.0	4.0	Medium/ Medium	Normal	Yes	LM	2016-08-08	2021-01-01	70	159	72	72	72	78	76	76	76	78	77	77	77	77	70	70	70	77	55	52	52	52	55	50	40	40	40	50	72.0	71.0	42.0	76.0	55.0	81.0	78.0	66.0	69.0	80.0	85.0	79.0	85.0	67.0	74.0	73.0	71.0	61.0	60.0	72.0	29.0	33.0	75.0	70.0	68.0	74.0	17.0	23.0	12.0	13.0	7.0	6.0	13.0	15.0	18.3	2016.0	2021	5.0	Midfield
	1194	205566	Alberto Moreno	25	Spain	77	79	Liverpool	9	76.0	2029	Left	2.0	3.0	3.0	High/ Low	Normal	Yes	LB	2014-08-16	2019-01-01	67	143	72	72	72	76	74	74	74	76	73	73	73	76	72	72	72	76	78	74	74	74	78	77	73	73	73	77	78.0	59.0	61.0	74.0	35.0	76.0	59.0	40.0	64.0	79.0	85.0	87.0	84.0	72.0	87.0	80.0	86.0	81.0	61.0	74.0	83.0	72.0	69.0	58.0	54.0	63.0	68.0	73.0	76.0	10.0	14.0	9.0	10.0	11.0	17.8	2014.0	2019	5.0	Defending
	265	201153	Morata	25	Spain	82	85	Chelsea	28.5	135.0	1886	Right	3.0	4.0	3.0	High/ High	Normal	Yes	ST	2017-07-21	2022-01-01	74	187	84	84	84	82	83	83	83	82	81	81	81	80	71	71	71	80	59	55	55	55	59	55	51	51	51	55	73.0	80.0	86.0	78.0	80.0	83.0	76.0	44.0	51.0	82.0	76.0	86.0	66.0	79.0	60.0	80.0	84.0	68.0	78.0	72.0	56.0	24.0	85.0	76.0	70.0	76.0	37.0	14.0	20.0	4.0	5.0	4.0	4.0	5.0	54.9	2017.0	2022	5.0	Attacking
	271	198706	Luis Alberto	25	Spain	82	85	Lazio	28.5	67.0	1941	Right	2.0	3.0	4.0	High/ Medium	Lean	Yes	CF	2016-08-31	2022-01-01	72	163	79	79	79	84	84	84	84	84	86	86	86	84	81	81	81	84	62	61	61	61	62	56	46	46	46	56	76.0	80.0	49.0	88.0	76.0	86.0	86.0	81.0	87.0	88.0	77.0	72.0	79.0	83.0	74.0	77.0	54.0	73.0	67.0	77.0	29.0	28.0	81.0	87.0	56.0	72.0	44.0	25.0	18.0	6.0	8.0	6.0	12.0	11.0	50.6	2016.0	2022	6.0	Attacking
	3273	206098	Patric	25	Spain	72	75	Lazio	3.2	26.0	1785	Right	1.0	3.0	2.0	Medium/ High	Lean	No	RB	2015-07-01	2019-01-01	72	159	62	62	62	64	64	64	64	64	65	65	65	65	67	67	67	65	72	71	71	71	72	72	73	73	73	72	65.0	49.0	69.0	72.0	25.0	60.0	46.0	48.0	55.0	70.0	67.0	64.0	64.0	68.0	57.0	63.0	67.0	69.0	66.0	57.0	62.0	74.0	55.0	62.0	51.0	67.0	73.0	76.0	74.0	8.0	14.0	12.0	9.0	14.0	5.7	2015.0	2019	4.0	Defending
	613	205192	Denis Suárez	24	Spain	79	86	FC Barcelona	17.5	120.0	2016	Right	2.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2016-07-04	2020-01-01	69	152	74	74	74	81	80	80	80	81	82	82	82	81	80	80	80	81	72	71	71	71	72	69	62	62	62	69	77.0	72.0	44.0	82.0	68.0	83.0	82.0	70.0	78.0	84.0	77.0	77.0	82.0	82.0	76.0	75.0	58.0	72.0	57.0	73.0	47.0	62.0	76.0	81.0	63.0	70.0	69.0	59.0	42.0	10.0	14.0	10.0	7.0	7.0	39.4	2016.0	2020	4.0	Midfield
	183	202651	Suso	24	Spain	83	86	Milan	33	115.0	1959	Left	3.0	3.0	4.0	High/ Medium	Lean	No	RW	2015-01-17	2022-01-01	69	154	77	77	77	85	84	84	84	85	86	86	86	85	79	79	79	85	63	59	59	59	63	58	45	45	45	58	84.0	70.0	50.0	86.0	72.0	88.0	87.0	80.0	75.0	89.0	83.0	77.0	86.0	78.0	84.0	78.0	50.0	77.0	56.0	87.0	23.0	20.0	76.0	84.0	72.0	76.0	50.0	23.0	18.0	15.0	15.0	9.0	8.0	9.0	58.6	2015.0	2022	7.0	Attacking
	362	200454	Paco Alcácer	24	Spain	81	85	Borussia Dortmund	23.5	59.0	1948	Right	2.0	4.0	3.0	High/ Medium	Normal	Yes	ST	2018-11-23	2023-01-01	69	159	82	82	82	79	81	81	81	79	78	78	78	76	69	69	69	76	58	55	55	55	58	55	51	51	51	55	53.0	85.0	77.0	76.0	84.0	78.0	78.0	63.0	51.0	81.0	82.0	80.0	83.0	84.0	84.0	80.0	75.0	65.0	64.0	68.0	59.0	26.0	86.0	65.0	71.0	82.0	50.0	21.0	26.0	12.0	14.0	14.0	8.0	5.0	41.7	2018.0	2023	5.0	Attacking
	464	203747	Héctor Bellerín	23	Spain	80	85	Arsenal	16.5	85.0	1990	Right	3.0	3.0	3.0	High/ Low	Lean	Yes	RB	2014-07-01	2023-01-01	70	163	68	68	68	76	73	73	73	76	74	74	74	78	74	74	74	78	82	77	77	77	82	82	76	76	76	82	76.0	52.0	60.0	76.0	41.0	75.0	63.0	50.0	59.0	78.0	94.0	91.0	82.0	78.0	77.0	52.0	63.0	84.0	58.0	43.0	72.0	77.0	67.0	66.0	62.0	70.0	75.0	78.0	80.0	8.0	14.0	14.0	13.0	12.0	32.6	2014.0	2023	9.0	Defending
	573	226161	Marcos Llorente	23	Spain	79	87	Real Madrid	16	110.0	1869	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CDM	2014-11-28	2021-01-01	72	161	63	63	63	67	68	68	68	67	72	72	72	70	77	77	77	70	74	79	79	79	74	74	75	75	75	74	56.0	39.0	61.0	84.0	44.0	68.0	45.0	51.0	81.0	78.0	61.0	59.0	58.0	74.0	66.0	58.0	66.0	75.0	72.0	56.0	65.0	80.0	65.0	76.0	53.0	76.0	76.0	79.0	72.0	13.0	6.0	6.0	11.0	15.0	36	2014.0	2021	7.0	Midfield
	246	210617	Samu Castillejo	23	Spain	82	86	Milan	29	94.0	1968	Left	2.0	2.0	4.0	Medium/ High	Lean	Yes	RM	2018-08-17	2023-01-01	72	148	76	76	76	83	82	82	82	83	83	83	83	82	77	77	77	82	65	63	63	63	65	61	52	52	52	61	81.0	77.0	43.0	80.0	58.0	85.0	78.0	75.0	77.0	83.0	85.0	86.0	83.0	82.0	78.0	78.0	63.0	55.0	50.0	73.0	48.0	50.0	81.0	81.0	59.0	71.0	45.0	43.0	25.0	13.0	16.0	15.0	8.0	14.0	51.5	2018.0	2023	5.0	Midfield
	3118	208088	Sergi Samper	23	Spain	73	80	FC Barcelona	4.8	69.0	1747	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CDM	2016-07-01	2020-01-01	72	161	57	57	57	62	63	63	63	62	68	68	68	65	73	73	73	65	67	74	74	74	67	66	68	68	68	66	55.0	38.0	48.0	80.0	48.0	63.0	65.0	46.0	76.0	76.0	55.0	33.0	58.0	68.0	70.0	55.0	58.0	65.0	66.0	52.0	55.0	71.0	53.0	81.0	52.0	75.0	75.0	71.0	62.0	12.0	10.0	13.0	11.0	6.0	10.8	2016.0	2020	4.0	Midfield
	83	208421	Saúl	23	Spain	85	90	Atlético Madrid	50.5	77.0	2196	Left	3.0	4.0	3.0	High/ High	Lean	Yes	RCM	2013-07-01	2026-01-01	72	170	83	83	83	82	84	84	84	82	84	84	84	83	85	85	85	83	81	83	83	83	81	81	81	81	81	81	69.0	78.0	83.0	85.0	76.0	83.0	72.0	60.0	83.0	85.0	74.0	73.0	76.0	82.0	69.0	78.0	79.0	86.0	77.0	79.0	69.0	78.0	82.0	82.0	55.0	83.0	77.0	79.0	76.0	7.0	13.0	12.0	10.0	9.0	107.3	2013.0	2026	13.0	Midfield
	177	206585	Kepa	23	Spain	83	91	Chelsea	28.5	84.0	1223	Right	1.0	4.0	1.0	Medium/ Medium	Lean	Yes	GK	2018-08-08	2025-01-01	73	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	25.0	11.0	17.0	32.0	18.0	10.0	25.0	19.0	36.0	16.0	34.0	33.0	41.0	79.0	39.0	25.0	71.0	37.0	51.0	14.0	18.0	21.0	15.0	55.0	24.0	63.0	19.0	18.0	16.0	84.0	80.0	76.0	80.0	84.0	58.4	2018.0	2025	7.0	Goalkeeper
	9803	229865	Óscar Pinchi	22	Spain	66	77	Atlético Madrid	1.1	11.0	1667	Right	1.0	3.0	3.0	Medium/ Low	Normal	No	LM	2018-07-02	2020-01-01	68	137	64	64	64	68	67	67	67	68	67	67	67	67	63	63	63	67	57	55	55	55	57	54	49	49	49	54	67.0	66.0	44.0	65.0	55.0	69.0	61.0	44.0	63.0	70.0	69.0	69.0	73.0	62.0	80.0	65.0	55.0	48.0	51.0	70.0	39.0	44.0	61.0	59.0	47.0	63.0	50.0	39.0	34.0	5.0	12.0	6.0	12.0	13.0	2.5	2018.0	2020	2.0	Midfield
	79	220834	Marco Asensio	22	Spain	85	92	Real Madrid	54	215.0	2050	Left	3.0	3.0	4.0	High/ Medium	Normal	Yes	RW	2015-07-01	2023-01-01	72	168	82	82	82	86	86	86	86	86	86	86	86	86	82	82	82	86	69	66	66	66	69	65	54	54	54	65	82.0	82.0	50.0	83.0	79.0	86.0	83.0	76.0	82.0	85.0	85.0	82.0	79.0	82.0	76.0	86.0	58.0	76.0	61.0	88.0	45.0	45.0	82.0	84.0	62.0	83.0	40.0	42.0	39.0	13.0	9.0	6.0	12.0	10.0	121.5	2015.0	2023	8.0	Attacking
	417	234035	Odriozola	22	Spain	80	88	Real Madrid	18.5	115.0	1991	Right	1.0	3.0	3.0	High/ Medium	Lean	Yes	RB	2018-07-05	2024-01-01	69	146	67	67	67	73	70	70	70	73	72	72	72	74	73	73	73	74	80	77	77	77	80	80	77	77	77	80	81.0	45.0	73.0	77.0	48.0	69.0	69.0	30.0	70.0	77.0	80.0	82.0	78.0	77.0	79.0	58.0	71.0	80.0	63.0	59.0	63.0	75.0	68.0	63.0	62.0	69.0	83.0	79.0	80.0	11.0	12.0	10.0	5.0	14.0	41.6	2018.0	2024	6.0	Defending
	1007	220253	Munir	22	Spain	77	83	FC Barcelona	12.5	115.0	1883	Left	2.0	2.0	4.0	High/ Medium	Lean	Yes	ST	2015-07-01	2019-01-01	69	152	78	78	78	78	79	79	79	78	78	78	78	76	70	70	70	76	57	53	53	53	57	53	47	47	47	53	65.0	78.0	75.0	77.0	75.0	81.0	70.0	67.0	58.0	80.0	78.0	80.0	78.0	71.0	78.0	76.0	63.0	69.0	63.0	77.0	48.0	22.0	77.0	71.0	66.0	76.0	38.0	24.0	22.0	9.0	12.0	6.0	13.0	16.0	28.1	2015.0	2019	4.0	Attacking
	326	226271	Fabián	22	Spain	81	89	Napoli	26	64.0	2094	Left	1.0	4.0	4.0	Medium/ Medium	Lean	No	LM	2018-07-05	2023-01-01	74	154	78	78	78	80	80	80	80	80	81	81	81	79	82	82	82	79	77	78	78	78	77	76	74	74	74	76	72.0	79.0	67.0	80.0	65.0	81.0	74.0	59.0	80.0	83.0	69.0	67.0	73.0	79.0	66.0	75.0	46.0	73.0	69.0	82.0	66.0	77.0	80.0	82.0	67.0	77.0	70.0	78.0	75.0	16.0	11.0	7.0	13.0	13.0	49.4	2018.0	2023	5.0	Midfield
	15219	245986	Cristian Rodríguez	22	Spain	60	70	Atlético Madrid	325	5.0	1579	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CAM	2016-08-01	2019-01-01	71	154	55	55	55	59	59	59	59	59	61	61	61	60	62	62	62	60	57	59	59	59	57	56	55	55	55	56	54.0	38.0	51.0	66.0	35.0	59.0	49.0	42.0	62.0	63.0	59.0	58.0	65.0	60.0	67.0	57.0	62.0	57.0	62.0	53.0	58.0	53.0	55.0	63.0	52.0	60.0	43.0	51.0	47.0	10.0	8.0	6.0	7.0	7.0	731	2016.0	2019	3.0	Midfield
	227	231866	Rodri	22	Spain	82	87	Atlético Madrid	29	59.0	2055	Right	1.0	3.0	4.0	Medium/ High	Lean	Yes	CM	2018-07-01	2023-01-01	75	181	75	75	75	76	77	77	77	76	79	79	79	77	82	82	82	77	78	80	80	80	78	77	77	77	77	77	63.0	64.0	75.0	83.0	59.0	77.0	65.0	54.0	80.0	82.0	70.0	66.0	69.0	79.0	72.0	70.0	69.0	86.0	75.0	76.0	63.0	80.0	75.0	83.0	46.0	78.0	71.0	80.0	74.0	10.0	10.0	7.0	14.0	8.0	61.6	2018.0	2023	5.0	Midfield
	8732	245238	Javi Sánchez	21	Spain	67	79	Real Madrid	1.2	24.0	1444	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2016-07-01	2019-01-01	74	170	47	47	47	46	46	46	46	46	47	47	47	48	52	52	52	48	61	63	63	63	61	63	68	68	68	63	32.0	28.0	66.0	63.0	18.0	34.0	27.0	34.0	38.0	61.0	55.0	64.0	41.0	63.0	51.0	38.0	72.0	68.0	68.0	32.0	70.0	67.0	25.0	35.0	38.0	55.0	64.0	67.0	65.0	11.0	15.0	13.0	8.0	13.0	2.7	2016.0	2019	3.0	Defending
	14338	236940	Darío Poveda	21	Spain	61	71	Atlético Madrid	425	6.0	1456	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	ST	2018-07-23	2022-01-01	73	165	61	61	61	60	62	62	62	60	60	60	60	59	54	54	54	59	43	41	41	41	43	41	36	36	36	41	45.0	65.0	62.0	57.0	53.0	61.0	40.0	51.0	45.0	60.0	61.0	57.0	58.0	59.0	60.0	57.0	65.0	55.0	45.0	60.0	35.0	14.0	61.0	57.0	55.0	54.0	19.0	22.0	23.0	12.0	10.0	6.0	15.0	11.0	956	2018.0	2022	4.0	Attacking
	12502	225395	Ezkieta	21	Spain	63	75	FC Barcelona	525	10.0	1086	Right	1.0	3.0	1.0	Medium/ Medium	Lean	No	GK	2015-07-01	2019-01-01	76	172	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	16.0	12.0	17.0	28.0	15.0	17.0	16.0	19.0	27.0	19.0	41.0	49.0	36.0	63.0	45.0	26.0	57.0	41.0	64.0	14.0	25.0	20.0	15.0	30.0	24.0	33.0	13.0	17.0	15.0	65.0	58.0	59.0	59.0	64.0	1.2	2015.0	2019	4.0	Goalkeeper
	10269	246608	Fidalgo	21	Spain	65	75	Real Madrid	875	20.0	1673	Right	1.0	3.0	3.0	High/ Medium	Lean	No	CM	2016-07-01	2019-01-01	69	150	59	59	59	65	64	64	64	65	66	66	66	66	66	66	66	66	60	61	61	61	60	58	54	54	54	58	61.0	49.0	44.0	69.0	46.0	68.0	62.0	53.0	65.0	70.0	65.0	63.0	68.0	62.0	77.0	54.0	51.0	64.0	49.0	48.0	62.0	52.0	59.0	70.0	49.0	68.0	46.0	51.0	47.0	10.0	9.0	10.0	11.0	9.0	2	2016.0	2019	3.0	Midfield
	8853	224019	Pedro Chirivella	21	Spain	66	75	Liverpool	975	17.0	1726	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CM	2014-07-07	2020-01-01	70	146	58	58	58	62	62	62	62	62	64	64	64	64	66	66	66	64	65	67	67	67	65	65	63	63	63	65	52.0	40.0	55.0	74.0	40.0	65.0	55.0	48.0	61.0	67.0	63.0	66.0	74.0	64.0	65.0	62.0	52.0	74.0	64.0	40.0	78.0	68.0	53.0	66.0	49.0	72.0	43.0	61.0	66.0	13.0	14.0	12.0	8.0	14.0	2	2014.0	2020	6.0	Midfield
	754	225161	Vallejo	21	Spain	78	86	Real Madrid	13.5	81.0	1738	Right	1.0	3.0	2.0	Low/ High	Lean	Yes	CB	2015-07-31	2021-01-01	72	174	58	58	58	57	57	57	57	57	58	58	58	60	64	64	64	60	72	75	75	75	72	74	78	78	78	74	41.0	44.0	74.0	76.0	36.0	56.0	29.0	31.0	75.0	67.0	67.0	74.0	69.0	77.0	69.0	49.0	77.0	66.0	69.0	31.0	74.0	82.0	32.0	33.0	45.0	76.0	79.0	78.0	81.0	10.0	13.0	15.0	13.0	6.0	30.4	2015.0	2021	6.0	Defending
	328	222509	Dani Ceballos	21	Spain	81	88	Real Madrid	25	120.0	2059	Right	1.0	3.0	4.0	Medium/ Medium	Normal	Yes	LCM	2017-07-14	2023-01-01	70	154	72	72	72	80	79	79	79	80	82	82	82	80	82	82	82	80	77	78	78	78	77	75	70	70	70	75	74.0	68.0	41.0	83.0	62.0	85.0	73.0	63.0	80.0	85.0	73.0	67.0	82.0	80.0	79.0	64.0	52.0	75.0	62.0	71.0	76.0	76.0	76.0	83.0	55.0	80.0	62.0	75.0	74.0	12.0	15.0	16.0	7.0	13.0	56.3	2017.0	2023	6.0	Midfield
	7069	222576	Pleguezuelo	21	Spain	68	77	Arsenal	1.2	21.0	1672	Right	1.0	4.0	3.0	High/ Medium	Lean	No	CB	2014-04-11	2019-01-01	71	139	54	54	54	59	57	57	57	59	59	59	59	61	61	61	61	61	67	67	67	67	67	68	69	69	69	68	53.0	32.0	62.0	71.0	37.0	66.0	40.0	44.0	59.0	70.0	71.0	70.0	73.0	59.0	69.0	38.0	75.0	61.0	65.0	35.0	66.0	72.0	41.0	40.0	43.0	59.0	65.0	68.0	70.0	14.0	15.0	8.0	11.0	9.0	2.5	2014.0	2019	5.0	Defending
	6724	245279	Reguilón	21	Spain	68	80	Real Madrid	1.4	28.0	1619	Left	1.0	3.0	3.0	High/ Medium	Normal	No	LB	2017-07-01	2020-01-01	70	150	54	54	54	60	58	58	58	60	59	59	59	63	60	60	60	63	69	64	64	64	69	69	65	65	65	69	66.0	22.0	59.0	62.0	18.0	63.0	50.0	39.0	44.0	67.0	74.0	72.0	52.0	66.0	71.0	54.0	60.0	72.0	45.0	33.0	58.0	67.0	56.0	54.0	42.0	64.0	66.0	68.0	68.0	11.0	14.0	9.0	5.0	12.0	3.2	2017.0	2020	3.0	Defending
	12782	241588	Toni Moya	20	Spain	63	79	Atlético Madrid	800	6.0	1620	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	CM	2017-07-01	2019-01-01	71	165	60	60	60	63	64	64	64	63	65	65	65	63	63	63	63	63	57	59	59	59	57	56	56	56	56	56	44.0	58.0	45.0	66.0	38.0	64.0	44.0	47.0	60.0	67.0	66.0	65.0	64.0	64.0	66.0	52.0	65.0	51.0	53.0	53.0	58.0	52.0	59.0	67.0	51.0	58.0	58.0	48.0	47.0	9.0	13.0	9.0	6.0	11.0	2.1	2017.0	2019	2.0	Midfield
3684	233113	Aleñá	20	Spain	72	85	FC Barcelona	6	58.0	1884	Left	1.0	3.0	3.0	High/ Medium	Normal	No	CM	2018-07-01	2022-01-01	71	161	67	67	67	74	73	73	73	74	74	74	74	73	72	72	72	73	69	69	69	69	69	67	62	62	62	67	66.0	66.0	34.0	72.0	41.0	76.0	68.0	59.0	68.0	75.0	78.0	76.0	75.0	71.0	75.0	66.0	52.0	66.0	63.0	72.0	52.0	68.0	67.0	74.0	73.0	70.0	70.0	62.0	48.0	12.0	9.0	10.0	8.0	12.0	16.1	2018.0	2022	4.0	Midfield
12597	243080	Carlos Isaac	20	Spain	63	76	Atlético Madrid	625	5.0	1433	Right	1.0	3.0	2.0	High/ Medium	Lean	No	RB	2015-07-01	2020-01-01	72	163	49	49	49	53	51	51	51	53	51	51	51	55	52	52	52	55	63	59	59	59	63	64	63	63	63	64	57.0	26.0	60.0	56.0	22.0	55.0	30.0	35.0	31.0	59.0	64.0	69.0	46.0	63.0	64.0	26.0	49.0	69.0	65.0	28.0	49.0	62.0	45.0	37.0	34.0	45.0	67.0	63.0	61.0	6.0	8.0	10.0	12.0	5.0	1.7	2015.0	2020	5.0	Defending
12486	238446	Tachi	20	Spain	63	78	Atlético Madrid	725	5.0	1378	Right	1.0	3.0	2.0	Low/ High	Normal	No	CB	2016-07-01	2019-01-01	72	165	45	45	45	44	44	44	44	44	44	44	44	46	47	47	47	46	57	57	57	57	57	59	63	63	63	59	33.0	26.0	73.0	58.0	32.0	40.0	30.0	28.0	41.0	57.0	60.0	65.0	35.0	43.0	64.0	41.0	67.0	55.0	59.0	25.0	48.0	59.0	23.0	31.0	30.0	52.0	68.0	66.0	62.0	11.0	12.0	13.0	15.0	8.0	1.9	2016.0	2019	3.0	Defending
9141	225105	Cristo González	20	Spain	66	78	Real Madrid	1.2	26.0	1701	Right	1.0	2.0	3.0	Medium/ Medium	Lean	No	ST	2017-07-18	2019-01-01	70	163	67	67	67	68	68	68	68	68	68	68	68	67	63	63	63	67	53	53	53	53	53	51	47	47	47	51	54.0	70.0	58.0	64.0	60.0	69.0	64.0	50.0	60.0	68.0	73.0	70.0	70.0	60.0	71.0	65.0	65.0	63.0	49.0	63.0	52.0	29.0	68.0	67.0	54.0	61.0	45.0	39.0	26.0	11.0	9.0	13.0	9.0	13.0	2.6	2017.0	2019	2.0	Attacking
12504	243315	Dani Gómez	19	Spain	63	77	Real Madrid	800	12.0	1448	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	ST	2017-07-01	2022-01-01	70	154	63	63	63	59	61	61	61	59	59	59	59	57	50	50	50	57	41	40	40	40	41	40	38	38	38	40	32.0	67.0	58.0	54.0	54.0	60.0	41.0	45.0	35.0	66.0	66.0	65.0	70.0	56.0	65.0	59.0	62.0	51.0	70.0	52.0	28.0	12.0	61.0	42.0	57.0	44.0	41.0	12.0	15.0	7.0	10.0	13.0	8.0	14.0	2.1	2017.0	2022	5.0	Attacking
11163	245287	Sergio López	19	Spain	64	80	Real Madrid	875	9.0	1715	Right	1.0	3.0	3.0	High/ Medium	Lean	No	RB	2018-07-01	2019-01-01	70	146	60	60	60	63	61	61	61	63	61	61	61	63	60	60	60	63	65	61	61	61	65	65	61	61	61	65	63.0	52.0	56.0	61.0	48.0	64.0	57.0	41.0	56.0	63.0	78.0	79.0	69.0	63.0	72.0	63.0	61.0	61.0	51.0	59.0	62.0	60.0	50.0	46.0	43.0	62.0	59.0	61.0	62.0	12.0	12.0	11.0	7.0	13.0	2.3	2018.0	2019	1.0	Defending
11300	246599	Guillem Jaime	19	Spain	64	80	FC Barcelona	975	13.0	1694	Right	1.0	3.0	3.0	High/ Medium	Normal	No	RW	2018-07-01	2020-01-01	70	154	61	61	61	65	64	64	64	65	64	64	64	65	63	63	63	65	63	60	60	60	63	61	57	57	57	61	63.0	54.0	49.0	62.0	57.0	71.0	59.0	46.0	57.0	68.0	69.0	68.0	68.0	64.0	75.0	64.0	52.0	62.0	51.0	53.0	49.0	57.0	57.0	59.0	49.0	66.0	52.0	55.0	56.0	9.0	11.0	12.0	10.0	6.0	2.6	2018.0	2020	2.0	Attacking
14286	246139	Iñaki Peña	19	Spain	61	78	FC Barcelona	450	4.0	943	Right	1.0	3.0	1.0	Medium/ Medium	Lean	No	GK	2018-07-01	2021-01-01	72	172	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	10.0	6.0	11.0	26.0	5.0	12.0	12.0	12.0	24.0	18.0	33.0	28.0	42.0	60.0	51.0	24.0	63.0	27.0	54.0	8.0	17.0	6.0	5.0	39.0	17.0	38.0	9.0	10.0	11.0	63.0	57.0	64.0	57.0	62.0	1.2	2018.0	2021	3.0	Goalkeeper
8284	239249	Oriol Busquets	19	Spain	67	82	FC Barcelona	1.5	14.0	1650	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	CDM	2017-07-01	2021-01-01	73	170	56	56	56	59	59	59	59	59	62	62	62	62	65	65	65	62	65	67	67	67	65	65	65	65	65	65	56.0	36.0	64.0	70.0	37.0	63.0	46.0	42.0	66.0	67.0	58.0	57.0	56.0	64.0	63.0	56.0	54.0	74.0	69.0	47.0	61.0	65.0	41.0	66.0	42.0	70.0	64.0	63.0	61.0	9.0	6.0	5.0	10.0	12.0	4	2017.0	2021	4.0	Midfield
11836	244938	Montero	19	Spain	64	83	Atlético Madrid	875	4.0	1444	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2018-07-01	2019-01-01	71	165	46	46	46	48	46	46	46	48	47	47	47	50	51	51	51	50	61	60	60	60	61	62	64	64	64	62	42.0	27.0	61.0	60.0	29.0	44.0	33.0	25.0	42.0	60.0	58.0	63.0	52.0	62.0	66.0	37.0	69.0	63.0	57.0	29.0	66.0	64.0	23.0	31.0	40.0	40.0	61.0	65.0	64.0	7.0	14.0	13.0	11.0	6.0	2.3	2018.0	2019	1.0	Defending
11877	243155	Manu Hernando	19	Spain	64	76	Real Madrid	700	9.0	1568	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	CB	2017-07-01	2021-01-01	71	170	53	53	53	54	54	54	54	54	54	54	54	56	56	56	56	56	62	62	62	62	62	63	65	65	65	63	44.0	32.0	68.0	62.0	29.0	56.0	44.0	39.0	53.0	64.0	61.0	63.0	61.0	59.0	64.0	47.0	59.0	66.0	62.0	45.0	58.0	55.0	43.0	37.0	42.0	47.0	70.0	65.0	67.0	11.0	12.0	13.0	12.0	5.0	1.6	2017.0	2021	4.0	Defending
12087	246276	Joaquín	19	Spain	63	76	Atlético Madrid	700	4.0	1461	Left	1.0	5.0	4.0	Medium/ Medium	Normal	No	LM	2018-07-03	2021-01-01	68	150	59	59	59	63	61	61	61	63	61	61	61	63	56	56	56	63	48	43	43	43	48	45	36	36	36	45	61.0	58.0	44.0	56.0	42.0	64.0	44.0	37.0	52.0	62.0	72.0	75.0	53.0	56.0	78.0	55.0	51.0	63.0	49.0	45.0	32.0	23.0	59.0	60.0	48.0	55.0	21.0	21.0	20.0	10.0	12.0	12.0	12.0	14.0	1.9	2018.0	2021	3.0	Midfield
10526	241810	Chumi	19	Spain	65	82	FC Barcelona	1	11.0	1523	Right	1.0	3.0	2.0	Medium/ Medium	Lean	No	CB	2014-06-30	2020-01-01	73	172	50	50	50	50	50	50	50	50	51	51	51	52	55	55	55	52	60	62	62	62	60	62	65	65	65	62	38.0	30.0	60.0	62.0	33.0	50.0	34.0	36.0	51.0	60.0	57.0	61.0	49.0	60.0	61.0	47.0	74.0	62.0	67.0	36.0	55.0	62.0	34.0	41.0	50.0	62.0	70.0	65.0	63.0	7.0	14.0	9.0	11.0	14.0	2.8	2014.0	2020	6.0	Defending
15645	240559	Obama	18	Spain	59	79	Atlético Madrid	325	4.0	1452	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	ST	2017-07-01	2019-01-01	67	154	60	60	60	60	60	60	60	60	58	58	58	58	50	50	50	58	44	39	39	39	44	41	36	36	36	41	52.0	64.0	51.0	55.0	53.0	62.0	43.0	42.0	38.0	58.0	66.0	59.0	62.0	59.0	79.0	60.0	56.0	51.0	51.0	58.0	34.0	15.0	56.0	46.0	65.0	49.0	41.0	11.0	16.0	10.0	13.0	7.0	11.0	8.0	991	2017.0	2019	2.0	Attacking
11805	243652	Borja Garcés	18	Spain	64	83	Atlético Madrid	950	5.0	1545	Right	1.0	3.0	2.0	Medium/ Medium	Normal	No	ST	2018-07-01	2021-01-01	70	157	65	65	65	61	63	63	63	61	60	60	60	59	54	54	54	59	46	44	44	44	46	45	42	42	42	45	37.0	65.0	64.0	55.0	59.0	60.0	46.0	38.0	38.0	61.0	68.0	67.0	66.0	64.0	70.0	72.0	61.0	55.0	51.0	62.0	52.0	26.0	64.0	49.0	63.0	58.0	28.0	27.0	24.0	14.0	10.0	5.0	10.0	14.0	2.5	2018.0	2021	3.0	Attacking
10777	237522	Jorge Cuenca	18	Spain	65	78	FC Barcelona	850	11.0	1506	Left	1.0	3.0	2.0	Medium/ Medium	Normal	No	CB	2017-07-01	2019-01-01	74	168	47	47	47	46	46	46	46	46	49	49	49	49	55	55	55	49	61	64	64	64	61	63	66	66	66	63	40.0	27.0	67.0	65.0	31.0	29.0	29.0	26.0	58.0	55.0	57.0	61.0	59.0	65.0	64.0	55.0	69.0	66.0	60.0	36.0	67.0	66.0	21.0	45.0	44.0	57.0	62.0	66.0	63.0	10.0	12.0	5.0	14.0	12.0	2.3	2017.0	2019	2.0	Defending
6102	242816	Riqui Puig	18	Spain	69	89	FC Barcelona	2.1	24.0	1746	Right	1.0	3.0	3.0	Medium/ Low	Lean	No	CM	2018-07-01	2021-01-01	67	123	62	62	62	68	67	67	67	68	71	71	71	69	70	70	70	69	62	63	63	63	62	60	55	55	55	60	60.0	58.0	49.0	78.0	56.0	70.0	57.0	51.0	76.0	73.0	63.0	66.0	77.0	66.0	84.0	60.0	56.0	53.0	43.0	49.0	44.0	45.0	55.0	77.0	55.0	70.0	53.0	57.0	53.0	12.0	15.0	14.0	12.0	9.0	6.5	2018.0	2021	3.0	Midfield
6559	231410	Brahim Díaz	18	Spain	69	86	Manchester City	2.2	24.0	1628	Right	1.0	5.0	4.0	Medium/ Medium	Normal	Yes	LW	2016-08-31	2019-01-01	67	150	64	64	64	70	70	70	70	70	70	70	70	69	62	62	62	69	52	48	48	48	52	47	39	39	39	47	53.0	66.0	30.0	71.0	44.0	76.0	62.0	47.0	50.0	74.0	78.0	71.0	81.0	61.0	84.0	70.0	65.0	58.0	38.0	63.0	41.0	20.0	65.0	64.0	58.0	62.0	43.0	23.0	21.0	13.0	9.0	13.0	10.0	6.0	5.4	2016.0	2019	3.0	Attacking
8857	240915	Miranda	18	Spain	66	81	FC Barcelona	1.2	12.0	1626	Left	1.0	3.0	2.0	Medium/ Medium	Lean	No	LB	2018-07-01	2021-01-01	73	168	55	55	55	60	59	59	59	60	59	59	59	62	61	61	61	62	66	64	64	64	66	66	64	64	64	66	59.0	33.0	56.0	63.0	29.0	62.0	56.0	37.0	56.0	65.0	65.0	69.0	59.0	63.0	60.0	49.0	65.0	69.0	53.0	37.0	57.0	64.0	62.0	48.0	44.0	59.0	64.0	69.0	67.0	11.0	8.0	12.0	9.0	6.0	3.2	2018.0	2021	3.0	Defending
8289	239250	Abel Ruiz	18	Spain	67	83	FC Barcelona	1.6	21.0	1561	Right	1.0	3.0	3.0	Medium/ Medium	Normal	No	ST	2017-07-01	2021-01-01	72	161	67	67	67	64	66	66	66	64	64	64	64	62	57	57	57	62	46	45	45	45	46	43	41	41	41	43	36.0	69.0	62.0	65.0	63.0	65.0	41.0	48.0	42.0	63.0	69.0	70.0	67.0	58.0	61.0	64.0	60.0	68.0	74.0	67.0	32.0	19.0	66.0	55.0	64.0	57.0	45.0	12.0	12.0	6.0	10.0	10.0	10.0	8.0	4.2	2017.0	2021	4.0	Attacking
11327	246606	Fran García	18	Spain	64	79	Real Madrid	825	9.0	1644	Left	1.0	3.0	2.0	High/ Medium	Normal	No	LB	2018-07-01	2019-01-01	67	139	55	55	55	62	59	59	59	62	59	59	59	63	59	59	59	63	65	60	60	60	65	64	59	59	59	64	65.0	42.0	44.0	57.0	39.0	62.0	55.0	36.0	49.0	65.0	79.0	79.0	68.0	62.0	89.0	47.0	60.0	66.0	44.0	45.0	63.0	62.0	49.0	54.0	39.0	60.0	60.0	58.0	59.0	9.0	6.0	12.0	9.0	11.0	2.2	2018.0	2019	1.0	Defending
7217	241811	Sergio Gómez	17	Spain	68	87	Borussia Dortmund	1.8	8.0	1706	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	CAM	2018-01-31	2021-01-01	67	150	62	62	62	69	67	67	67	69	68	68	68	68	63	63	63	68	56	54	54	54	56	53	46	46	46	53	65.0	64.0	43.0	75.0	64.0	74.0	74.0	60.0	67.0	71.0	74.0	68.0	82.0	52.0	84.0	66.0	52.0	51.0	36.0	62.0	39.0	28.0	54.0	60.0	60.0	58.0	58.0	37.0	38.0	11.0	7.0	9.0	11.0	10.0	4.1	2018.0	2021	3.0	Midfield
13211	245037	Eric García	17	Spain	62	82	Manchester City	550	6.0	1474	Right	1.0	3.0	2.0	Medium/ High	Lean	No	CB	2017-07-01	2022-01-01	72	174	49	49	49	49	49	49	49	49	50	50	50	51	53	53	53	51	57	60	60	60	57	58	63	63	63	58	35.0	30.0	60.0	58.0	31.0	51.0	51.0	31.0	54.0	59.0	56.0	56.0	56.0	62.0	57.0	51.0	66.0	49.0	62.0	25.0	62.0	60.0	31.0	41.0	44.0	57.0	62.0	63.0	61.0	11.0	9.0	12.0	11.0	7.0	1.6	2017.0	2022	5.0	Defending
15786	245999	Mollejo	17	Spain	59	79	Atlético Madrid	300	4.0	1480	Left	1.0	3.0	3.0	Medium/ Medium	Lean	No	RW	2018-07-01	2020-01-01	69	141	57	57	57	61	60	60	60	61	59	59	59	60	53	53	53	60	46	42	42	42	46	44	37	37	37	44	52.0	54.0	42.0	55.0	47.0	62.0	57.0	46.0	49.0	58.0	74.0	72.0	72.0	57.0	80.0	58.0	49.0	48.0	43.0	50.0	43.0	19.0	58.0	54.0	53.0	60.0	24.0	25.0	28.0	14.0	12.0	10.0	6.0	9.0	915	2018.0	2020	2.0	Attacking
47	1493	207557	R. Olsen	28	Sweden	76	76	Roma	5.5	41.0	1158	Right	1.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-24	2022-01-01	77	190	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	20.0	11.0	16.0	32.0	16.0	11.0	18.0	16.0	37.0	18.0	31.0	40.0	32.0	73.0	33.0	20.0	40.0	37.0	75.0	14.0	27.0	20.0	13.0	55.0	26.0	45.0	22.0	12.0	16.0	76.0	74.0	74.0	76.0	77.0	9.4	2018.0	2022	4.0	Goalkeeper
	584	221660	V. Lindelöf	23	Sweden	79	85	Manchester United	14.5	91.0	1943	Right	2.0	3.0	3.0	Medium/ Medium	Lean	Yes	CB	2017-07-01	2021-01-01	74	176	63	63	63	66	65	65	65	66	68	68	68	69	72	72	72	69	76	78	78	78	76	77	79	79	79	77	64.0	36.0	76.0	79.0	34.0	66.0	64.0	66.0	73.0	75.0	68.0	77.0	66.0	75.0	63.0	68.0	75.0	75.0	77.0	57.0	78.0	79.0	44.0	67.0	55.0	76.0	77.0	80.0	77.0	12.0	16.0	8.0	7.0	9.0	29.7	2017.0	2021	4.0	Defending
	5652	233731	A. Isak	18	Sweden	69	83	Borussia Dortmund	2.2	11.0	1593	Right	1.0	3.0	3.0	Medium/ Medium	Lean	No	ST	2017-01-23	2022-01-01	75	163	69	69	69	68	69	69	69	68	67	67	67	67	59	59	59	67	50	45	45	45	50	47	41	41	41	47	51.0	69.0	65.0	59.0	74.0	69.0	40.0	35.0	40.0	71.0	78.0	76.0	77.0	66.0	60.0	63.0	67.0	66.0	59.0	57.0	41.0	24.0	71.0	59.0	53.0	61.0	27.0	20.0	16.0	7.0	6.0	9.0	7.0	11.0	5.1	2017.0	2022	5.0	Attacking
48	723	108080	S. Lichtsteiner	34	Switzerland	79	79	Arsenal	3.6	94.0	2020	Right	3.0	3.0	3.0	High/ High	Lean	Yes	RB	2018-07-01	2019-01-01	72	168	70	70	70	73	72	72	72	73	72	72	72	74	75	75	75	74	80	79	79	79	80	80	80	80	80	80	78.0	45.0	70.0	77.0	62.0	76.0	68.0	66.0	70.0	76.0	65.0	69.0	73.0	79.0	77.0	74.0	73.0	76.0	70.0	68.0	82.0	82.0	66.0	62.0	64.0	80.0	78.0	80.0	80.0	4.0	3.0	2.0	3.0	2.0	6.8	2018.0	2019	1.0	Defending
	666	190243	M. Hitz	30	Switzerland	79	79	Borussia Dortmund	8	41.0	1183	Right	2.0	3.0	1.0	Medium/ Medium	Normal	No	GK	2018-07-01	2021-01-01	76	196	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	12.0	27.0	18.0	29.0	26.0	13.0	15.0	17.0	25.0	17.0	41.0	46.0	41.0	72.0	31.0	38.0	67.0	39.0	78.0	12.0	25.0	23.0	8.0	15.0	22.0	42.0	13.0	15.0	14.0	81.0	80.0	63.0	79.0	81.0	13.6	2018.0	2021	3.0	Goalkeeper
	285	189117	R. Bürki	27	Switzerland	82	85	Borussia Dortmund	18.5	50.0	1245	Right	3.0	2.0	1.0	Medium/ Medium	Normal	No	GK	2015-07-01	2021-01-01	74	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	8.0	17.0	37.0	13.0	12.0	13.0	12.0	24.0	23.0	44.0	54.0	49.0	79.0	52.0	22.0	74.0	36.0	74.0	14.0	35.0	18.0	10.0	50.0	20.0	58.0	11.0	13.0	16.0	86.0	78.0	73.0	77.0	86.0	32.8	2015.0	2021	6.0	Goalkeeper
	370	193348	X. Shaqiri	26	Switzerland	81	81	Liverpool	19	130.0	2087	Left	3.0	4.0	5.0	Medium/ Medium	Shaqiri	Yes	CAM	2018-07-13	2023-01-01	67	159	78	78	78	83	82	82	82	83	83	83	83	83	80	80	80	83	70	69	69	69	70	66	58	58	58	66	78.0	71.0	45.0	81.0	76.0	86.0	88.0	84.0	80.0	84.0	84.0	77.0	84.0	80.0	91.0	87.0	52.0	75.0	73.0	84.0	61.0	55.0	74.0	81.0	65.0	82.0	35.0	49.0	48.0	13.0	12.0	12.0	11.0	11.0	36.1	2018.0	2023	5.0	Midfield
	364	199503	G. Xhaka	25	Switzerland	81	84	Arsenal	22	115.0	1978	Left	3.0	2.0	3.0	Medium/ Medium	Normal	Yes	LDM	2016-07-01	2021-01-01	73	181	71	71	71	72	74	74	74	72	77	77	77	74	82	82	82	74	74	80	80	80	74	73	74	74	74	73	71.0	49.0	62.0	85.0	50.0	70.0	73.0	77.0	85.0	80.0	47.0	49.0	49.0	77.0	61.0	88.0	32.0	80.0	75.0	80.0	92.0	71.0	77.0	81.0	63.0	74.0	68.0	72.0	68.0	7.0	8.0	11.0	7.0	13.0	43.5	2016.0	2021	5.0	Midfield
	490	193352	R. Rodríguez	25	Switzerland	80	83	Milan	15.5	81.0	2178	Left	3.0	3.0	4.0	Medium/ Medium	Normal	Yes	LB	2017-07-01	2021-01-01	71	170	73	73	73	77	76	76	76	77	77	77	77	78	79	79	79	78	81	81	81	81	81	81	79	79	79	81	86.0	59.0	64.0	78.0	67.0	76.0	82.0	84.0	78.0	78.0	73.0	73.0	73.0	80.0	70.0	78.0	73.0	77.0	75.0	72.0	75.0	80.0	68.0	74.0	83.0	80.0	80.0	78.0	78.0	14.0	13.0	14.0	14.0	11.0	27.5	2017.0	2021	4.0	Defending
	322	229237	M. Akanji	22	Switzerland	81	87	Borussia Dortmund	21	49.0	1868	Right	2.0	3.0	2.0	Medium/ High	Normal	No	LCB	2018-01-15	2022-01-01	74	187	62	62	62	65	64	64	64	65	67	67	67	68	72	72	72	68	77	80	80	80	77	78	82	82	82	78	51.0	36.0	75.0	78.0	40.0	67.0	42.0	27.0	76.0	75.0	72.0	86.0	69.0	81.0	66.0	58.0	78.0	76.0	84.0	45.0	75.0	79.0	33.0	66.0	40.0	76.0	82.0	84.0	80.0	10.0	9.0	13.0	6.0	9.0	39.9	2018.0	2022	4.0	Defending
49	383	185239	O. Toprak	28	Turkey	81	82	Borussia Dortmund	16	59.0	1826	Right	3.0	4.0	2.0	Medium/ Medium	Normal	No	CB	2017-07-01	2021-01-01	73	183	61	61	61	62	62	62	62	62	64	64	64	65	69	69	69	65	76	78	78	78	76	78	82	82	82	78	49.0	28.0	80.0	75.0	47.0	63.0	44.0	33.0	70.0	71.0	71.0	83.0	64.0	81.0	61.0	62.0	80.0	67.0	78.0	29.0	70.0	78.0	35.0	59.0	43.0	78.0	82.0	83.0	83.0	11.0	8.0	11.0	12.0	15.0	28.4	2017.0	2021	4.0	Defending
	449	208128	H. Çalhanoğlu	24	Turkey	80	84	Milan	19.5	89.0	2085	Right	3.0	4.0	4.0	Medium/ Medium	Normal	Yes	CAM	2017-07-03	2021-01-01	70	168	76	76	76	82	81	81	81	82	83	83	83	82	81	81	81	82	74	73	73	73	74	71	63	63	63	71	81.0	65.0	53.0	83.0	77.0	85.0	92.0	90.0	80.0	86.0	73.0	69.0	78.0	78.0	77.0	86.0	46.0	76.0	54.0	88.0	57.0	61.0	75.0	80.0	71.0	78.0	62.0	56.0	56.0	9.0	14.0	11.0	6.0	10.0	34.6	2017.0	2021	4.0	Midfield
	1029	235889	C. Ünder	20	Turkey	77	87	Roma	14.5	46.0	1864	Left	1.0	4.0	3.0	Medium/ Medium	Normal	No	LM	2017-07-17	2022-01-01	68	146	74	74	74	79	77	77	77	79	77	77	77	77	70	70	70	77	60	55	55	55	60	57	46	46	46	57	80.0	71.0	58.0	72.0	69.0	82.0	80.0	68.0	65.0	81.0	83.0	80.0	84.0	71.0	82.0	80.0	48.0	61.0	54.0	80.0	27.0	29.0	70.0	73.0	64.0	68.0	43.0	33.0	30.0	9.0	13.0	7.0	9.0	8.0	27.6	2017.0	2022	5.0	Midfield
50	4652	227813	O. Zinchenko	21	Ukraine	71	81	Manchester City	3.3	38.0	2021	Left	1.0	3.0	3.0	High/ Medium	Lean	Yes	LB	2016-07-04	2021-01-01	69	141	69	69	69	74	73	73	73	74	75	75	75	75	76	76	76	75	73	73	73	73	73	72	68	68	68	72	79.0	59.0	59.0	77.0	60.0	76.0	78.0	74.0	76.0	76.0	73.0	64.0	77.0	73.0	79.0	76.0	66.0	69.0	52.0	70.0	67.0	70.0	69.0	78.0	59.0	67.0	68.0	70.0	66.0	15.0	11.0	13.0	11.0	11.0	6.8	2016.0	2021	5.0	Defending
51	10424	216699	G. Zelalem	21	United States	65	75	Arsenal	875	15.0	1642	Right	1.0	3.0	3.0	Medium/ Medium	Lean	Yes	CM	2014-03-18	2018-01-01	71	154	58	58	58	63	62	62	62	63	66	66	66	64	65	65	65	64	56	58	58	58	56	55	51	51	51	55	51.0	49.0	49.0	73.0	55.0	64.0	65.0	54.0	71.0	70.0	65.0	56.0	65.0	59.0	73.0	51.0	53.0	60.0	58.0	45.0	40.0	38.0	55.0	70.0	56.0	65.0	41.0	48.0	49.0	10.0	14.0	12.0	13.0	10.0	1.8	2014.0	2018	4.0	Midfield
	570	227796	C. Pulisic	19	United States	79	87	Borussia Dortmund	18	26.0	1925	Right	3.0	4.0	4.0	Medium/ Medium	Lean	Yes	RM	2016-01-05	2020-01-01	70	152	75	75	75	81	80	80	80	81	80	80	80	81	72	72	72	81	65	58	58	58	65	61	49	49	49	61	69.0	67.0	46.0	77.0	70.0	87.0	69.0	58.0	56.0	82.0	93.0	88.0	87.0	79.0	89.0	79.0	84.0	74.0	52.0	58.0	45.0	32.0	73.0	78.0	61.0	67.0	38.0	30.0	41.0	8.0	12.0	13.0	16.0	14.0	34.2	2016.0	2020	4.0	Midfield
	5953	241496	T. Weah	18	United States	69	85	Paris Saint-Germain	2.2	16.0	1691	Right	1.0	3.0	3.0	High/ Medium	Lean	Yes	LM	2018-07-01	2020-01-01	73	146	69	69	69	68	69	69	69	68	67	67	67	67	59	59	59	67	51	47	47	47	51	49	44	44	44	49	55.0	70.0	67.0	61.0	62.0	69.0	63.0	41.0	55.0	66.0	83.0	83.0	75.0	59.0	69.0	70.0	67.0	59.0	59.0	66.0	48.0	22.0	65.0	60.0	60.0	66.0	30.0	26.0	24.0	7.0	9.0	12.0	15.0	14.0	5.4	2018.0	2020	2.0	Midfield
52	12	182493	D. Godín	32	Uruguay	90	90	Atlético Madrid	44	125.0	1946	Right	3.0	3.0	2.0	Medium/ High	Lean	Yes	CB	2010-08-04	2019-01-01	74	172	67	67	67	64	65	65	65	64	65	65	65	66	71	71	71	66	79	84	84	84	79	82	90	90	90	82	55.0	42.0	92.0	79.0	47.0	53.0	49.0	51.0	70.0	76.0	68.0	68.0	58.0	85.0	54.0	67.0	91.0	66.0	88.0	43.0	89.0	88.0	48.0	52.0	50.0	82.0	90.0	89.0	89.0	6.0	8.0	15.0	5.0	15.0	90.2	2010.0	2019	9.0	Defending
	7	176580	L. Suárez	31	Uruguay	91	91	FC Barcelona	80	455.0	2346	Right	5.0	4.0	3.0	High/ Medium	Normal	Yes	RS	2014-07-11	2021-01-01	72	190	92	92	92	91	92	92	92	91	90	90	90	89	84	84	84	89	74	73	73	73	74	71	68	68	68	71	77.0	93.0	77.0	82.0	88.0	87.0	86.0	84.0	64.0	90.0	86.0	75.0	82.0	92.0	83.0	86.0	69.0	90.0	83.0	85.0	87.0	41.0	92.0	84.0	85.0	85.0	62.0	45.0	38.0	27.0	25.0	31.0	33.0	37.0	164	2014.0	2021	7.0	Attacking
	21	179813	E. Cavani	31	Uruguay	89	89	Paris Saint-Germain	60	200.0	2161	Right	4.0	4.0	3.0	High/ High	Lean	Yes	LS	2013-07-16	2020-01-01	73	170	88	88	88	84	86	86	86	84	83	83	83	82	78	78	78	82	70	68	68	68	70	68	66	66	66	68	70.0	89.0	89.0	78.0	90.0	80.0	77.0	76.0	52.0	82.0	75.0	76.0	77.0	91.0	59.0	87.0	88.0	92.0	78.0	79.0	84.0	48.0	93.0	77.0	85.0	82.0	52.0	45.0	39.0	12.0	5.0	13.0	13.0	10.0	111	2013.0	2020	7.0	Attacking
	878	182495	M. Cáceres	31	Uruguay	78	78	Lazio	7	44.0	1921	Right	2.0	3.0	2.0	Medium/ High	Lean	No	LCB	2018-01-08	2019-01-01	71	172	63	63	63	64	63	63	63	64	64	64	64	65	66	66	66	65	75	74	74	74	75	76	78	78	78	76	69.0	37.0	76.0	67.0	65.0	60.0	68.0	41.0	65.0	66.0	76.0	78.0	79.0	73.0	74.0	70.0	91.0	69.0	72.0	59.0	78.0	80.0	50.0	58.0	50.0	76.0	80.0	78.0	77.0	2.0	3.0	4.0	2.0	4.0	11.9	2018.0	2019	1.0	Defending
	433	219985	M. Vecino	26	Uruguay	80	81	Inter	14.5	63.0	2052	Right	2.0	3.0	4.0	High/ High	Lean	No	LM	2017-08-02	2022-01-01	74	179	76	76	76	78	79	79	79	78	80	80	80	80	82	82	82	80	79	80	80	80	79	78	78	78	78	78	71.0	61.0	75.0	83.0	62.0	84.0	64.0	58.0	79.0	84.0	74.0	69.0	66.0	83.0	56.0	78.0	67.0	81.0	75.0	77.0	72.0	76.0	74.0	81.0	56.0	81.0	76.0	77.0	73.0	4.0	4.0	4.0	4.0	4.0	25.7	2017.0	2022	5.0	Midfield
	790	213400	D. Laxalt	25	Uruguay	78	80	Milan	12.5	76.0	1992	Left	2.0	3.0	4.0	High/ High	Lean	No	LB	2018-08-17	2022-01-01	70	150	70	70	70	77	74	74	74	77	76	76	76	78	75	75	75	78	77	73	73	73	77	74	66	66	66	74	78.0	60.0	43.0	78.0	49.0	77.0	61.0	60.0	74.0	78.0	86.0	90.0	85.0	72.0	77.0	74.0	65.0	93.0	60.0	66.0	72.0	64.0	68.0	68.0	49.0	76.0	64.0	64.0	68.0	10.0	12.0	10.0	9.0	8.0	22.2	2018.0	2022	4.0	Defending
	111	216460	J. Giménez	23	Uruguay	84	88	Atlético Madrid	34	63.0	1758	Right	2.0	3.0	2.0	Medium/ High	Normal	Yes	RCB	2013-07-01	2023-01-01	73	176	58	58	58	53	53	53	53	53	52	52	52	55	58	58	58	55	73	75	75	75	73	76	85	85	85	76	47.0	37.0	81.0	68.0	30.0	47.0	36.0	44.0	58.0	56.0	69.0	70.0	56.0	76.0	43.0	72.0	92.0	67.0	85.0	48.0	89.0	85.0	24.0	27.0	38.0	73.0	88.0	86.0	87.0	9.0	11.0	7.0	10.0	15.0	72.3	2013.0	2023	10.0	Defending
	235	223959	L. Torreira	22	Uruguay	82	87	Arsenal	25	98.0	2111	Right	2.0	3.0	3.0	Medium/ High	Normal	No	LCM	2018-07-12	2023-01-01	66	141	70	70	70	76	75	75	75	76	77	77	77	77	80	80	80	77	82	83	83	83	82	81	79	79	79	81	74.0	50.0	55.0	83.0	65.0	78.0	66.0	76.0	77.0	81.0	81.0	74.0	83.0	79.0	93.0	78.0	52.0	85.0	66.0	74.0	85.0	87.0	65.0	74.0	48.0	78.0	84.0	84.0	75.0	5.0	5.0	13.0	7.0	9.0	49.4	2018.0	2023	5.0	Midfield
	1149	227535	R. Bentancur	21	Uruguay	77	89	Juventus	15.5	62.0	1916	Right	1.0	3.0	4.0	Medium/ Medium	Lean	No	RCM	2017-07-01	2022-01-01	74	159	68	68	68	73	73	73	73	73	75	75	75	75	77	77	77	75	74	76	76	76	74	72	71	71	71	72	58.0	53.0	62.0	83.0	45.0	82.0	46.0	49.0	77.0	83.0	67.0	73.0	68.0	72.0	68.0	63.0	74.0	83.0	67.0	62.0	66.0	66.0	60.0	73.0	50.0	80.0	75.0	72.0	64.0	8.0	7.0	14.0	14.0	12.0	28.7	2017.0	2022	5.0	Midfield
	2513	239053	F. Valverde	19	Uruguay	74	84	Real Madrid	8.5	46.0	1789	Right	1.0	3.0	3.0	Medium/ Medium	Normal	Yes	CM	2016-07-22	2021-01-01	72	172	68	68	68	70	72	72	72	70	73	73	73	70	75	75	75	70	67	71	71	71	67	66	64	64	64	66	49.0	67.0	48.0	78.0	38.0	70.0	51.0	48.0	81.0	74.0	69.0	68.0	51.0	69.0	64.0	77.0	49.0	68.0	56.0	77.0	59.0	68.0	61.0	75.0	42.0	70.0	70.0	67.0	50.0	6.0	10.0	6.0	15.0	8.0	19.1	2016.0	2021	5.0	Midfield
53	36	173731	G. Bale	28	Wales	88	88	Real Madrid	60	355.0	2279	Left	4.0	3.0	4.0	High/ Medium	Lean	Yes	ST	2013-09-02	2022-01-01	73	181	89	89	89	89	89	89	89	89	88	88	88	88	83	83	83	88	76	73	73	73	76	74	70	70	70	74	87.0	86.0	84.0	85.0	85.0	87.0	90.0	87.0	80.0	85.0	94.0	95.0	82.0	85.0	65.0	92.0	87.0	75.0	80.0	91.0	65.0	59.0	85.0	79.0	76.0	86.0	54.0	55.0	52.0	15.0	15.0	11.0	5.0	6.0	123	2013.0	2022	9.0	Attacking
	289	186561	A. Ramsey	27	Wales	82	83	Arsenal	25	130.0	2110	Right	3.0	3.0	3.0	High/ High	Lean	Yes	CAM	2008-06-13	2019-01-01	72	168	78	78	78	80	81	81	81	80	82	82	82	81	83	83	83	81	78	78	78	78	78	75	72	72	72	75	75.0	74.0	58.0	84.0	79.0	81.0	70.0	66.0	80.0	82.0	64.0	69.0	73.0	81.0	74.0	81.0	66.0	89.0	67.0	74.0	73.0	69.0	84.0	79.0	75.0	81.0	66.0	70.0	67.0	6.0	11.0	5.0	10.0	8.0	49.4	2008.0	2019	11.0	Midfield
	348	205923	B. Davies	25	Wales	81	84	Tottenham Hotspur	18.5	87.0	2035	Left	2.0	3.0	3.0	High/ High	Lean	Yes	LB	2014-07-23	2021-01-01	72	168	71	71	71	75	74	74	74	75	75	75	75	78	77	77	77	78	82	80	80	80	82	81	79	79	79	81	83.0	58.0	69.0	79.0	48.0	76.0	72.0	48.0	70.0	79.0	76.0	74.0	70.0	78.0	68.0	65.0	73.0	85.0	69.0	52.0	76.0	79.0	71.0	75.0	54.0	74.0	78.0	83.0	82.0	11.0	7.0	6.0	7.0	14.0	35.6	2014.0	2021	7.0	Defending
	11081	225557	R. Poole	20	Wales	64	75	Manchester United	675	13.0	1572	Right	1.0	3.0	2.0	Medium/ Medium	Normal	Yes	CB	2015-09-01	2019-01-01	71	163	50	50	50	53	53	53	53	53	55	55	55	56	58	58	58	56	60	63	63	63	60	61	64	64	64	61	34.0	28.0	60.0	64.0	25.0	55.0	40.0	30.0	62.0	61.0	70.0	65.0	69.0	57.0	70.0	32.0	78.0	71.0	70.0	32.0	65.0	57.0	44.0	47.0	37.0	55.0	61.0	64.0	61.0	16.0	15.0	13.0	7.0	12.0	1.4	2015.0	2019	4.0	Defending
	10801	235735	E. Ampadu	17	Wales	65	86	Chelsea	1.1	8.0	1514	Right	1.0	3.0	2.0	Medium/ Medium	Lean	Yes	LDM	2017-07-01	2023-01-01	72	159	49	49	49	51	52	52	52	51	55	55	55	54	60	60	60	54	60	65	65	65	60	61	65	65	65	61	27.0	23.0	59.0	70.0	25.0	57.0	34.0	27.0	64.0	58.0	62.0	58.0	56.0	61.0	68.0	52.0	74.0	60.0	67.0	22.0	56.0	62.0	29.0	59.0	33.0	64.0	66.0	67.0	64.0	13.0	12.0	9.0	8.0	12.0	3	2017.0	2023	6.0	Midfield

df_Spain = df_nation[df_nation['Nationality']=='Spain']
df_Spain_ages = df_Spain.groupby(by='Age').size().reset_index()
df_Spain_ages.columns = ['Age','Age_num']
df_Spain_ages

	Age	Age_num
0	17	3
1	18	8
2	19	9
3	20	5
4	21	9
5	22	7
6	23	6
7	24	3
8	25	6
9	26	4
10	27	4
11	28	4
12	29	4
13	30	2
14	31	6
15	32	4
16	33	3
17	35	1

plt.figure(figsize=(15, 6))
plt.bar(df_Spain_ages['Age'], df_Spain_ages['Age_num'],color='yellow')
plt.plot(df_Spain_ages['Age'], df_Spain_ages['Age_num'],color='red')
plt.title('Age distribution of Spanish players in European top teams',fontsize='xx-large',fontweight='heavy')

Text(0.5,1,'Age distribution of Spanish players in European top teams')

So we could say, most of Spanish players in top european teams are really young, and also there are a lot of players over 31 still play a key role in their teams, like Sergio Ramos

England

df_England = df_nation[df_nation['Nationality']=='England']
df_England_ages = df_England.groupby(by='Age').size().reset_index()
df_England_ages.columns = ['Age','Age_num']
df_England_ages

	Age	Age_num
0	17	8
1	18	8
2	19	9
3	20	5
4	21	5
5	22	6
6	23	1
7	24	5
8	25	2
9	26	2
10	27	4
11	28	6
12	30	1
13	32	3
14	35	1
15	38	1

plt.figure(figsize=(15, 6))
plt.bar(df_England_ages['Age'], df_England_ages['Age_num'],color='red')
plt.plot(df_England_ages['Age'], df_England_ages['Age_num'],color='red')
plt.title('Age distribution of English players in European top teams',fontsize='xx-large',fontweight='heavy')

Text(0.5,1,'Age distribution of English players in European top teams')

1.It's surprised that there are huge amount of young English players play in top european teams!

2.That must be a good sign for English football for they have so many talented and potential players.

3.They don't have much players over 28, this may indicate that there was a time when England didn't have many top players.

Germany

df_Germany = df_nation[df_nation['Nationality']=='Germany']
df_Germany_ages = df_Germany.groupby(by='Age').size().reset_index()
df_Germany_ages.columns = ['Age','Age_num']
df_Germany_ages

	Age	Age_num
0	17	3
1	18	4
2	19	4
3	20	2
4	21	1
5	22	6
6	23	4
7	24	4
8	25	1
9	26	4
10	27	2
11	28	2
12	29	5
13	30	1
14	31	1
15	32	1

plt.figure(figsize=(15, 6))
plt.bar(df_Germany_ages['Age'], df_Germany_ages['Age_num'],color='blue')
plt.plot(df_Germany_ages['Age'], df_Germany_ages['Age_num'],color='Black')
plt.title('Age distribution of Germany players in European top teams',fontsize='xx-large',fontweight='heavy')

Text(0.5,1,'Age distribution of Germany players in European top teams')

1. The distribution of German players looks balanced, for they got players with almost all ages.

2. They got peak at 22,29, that means they always have best players these years. There's only one thing they need to pay attention to, training young and talented players

Attributes of top 5 strikers

player_features = (
    'Acceleration', 'Aggression', 'Agility', 
    'Balance', 'BallControl', 'Composure', 
    'Crossing', 'Dribbling', 'FKAccuracy', 
    'Finishing', 'GKDiving', 'GKHandling', 
    'GKKicking', 'GKPositioning', 'GKReflexes', 
    'HeadingAccuracy', 'Interceptions', 'Jumping', 
    'LongPassing', 'LongShots', 'Marking', 'Penalties'
)

# Top six features for striker
for i, val in data.groupby(data['Position'])[player_features].mean().iterrows():
    print('Position {}: {}, {}, {},{},{},{}'.format(i, *tuple(val.nlargest(6).index)))

Position CAM: Balance, Agility, Acceleration,BallControl,Dribbling,Composure
Position CB: Jumping, Aggression, HeadingAccuracy,Marking,Interceptions,Acceleration
Position CDM: Aggression, Jumping, Balance,BallControl,Interceptions,LongPassing
Position CF: Agility, Balance, Acceleration,Dribbling,BallControl,Finishing
Position CM: Balance, Agility, Acceleration,BallControl,LongPassing,Dribbling
Position GK: GKReflexes, GKDiving, GKPositioning,GKHandling,GKKicking,Jumping
Position LAM: Agility, Balance, Acceleration,Dribbling,BallControl,Composure
Position LB: Acceleration, Balance, Agility,Jumping,Aggression,Crossing
Position LCB: Jumping, Aggression, HeadingAccuracy,Marking,Interceptions,Composure
Position LCM: Balance, Agility, BallControl,LongPassing,Acceleration,Dribbling
Position LDM: BallControl, Aggression, LongPassing,Balance,Agility,Interceptions
Position LF: Balance, Agility, Acceleration,Dribbling,BallControl,Jumping
Position LM: Acceleration, Agility, Balance,Dribbling,BallControl,Crossing
Position LS: Acceleration, Agility, Finishing,Jumping,BallControl,Dribbling
Position LW: Acceleration, Agility, Balance,Dribbling,BallControl,Finishing
Position LWB: Acceleration, Agility, Balance,Jumping,Crossing,BallControl
Position RAM: Agility, Balance, Acceleration,Dribbling,BallControl,Crossing
Position RB: Acceleration, Balance, Jumping,Agility,Aggression,Interceptions
Position RCB: Jumping, Aggression, HeadingAccuracy,Marking,Interceptions,Composure
Position RCM: Agility, Balance, BallControl,LongPassing,Aggression,Acceleration
Position RDM: Aggression, Jumping, BallControl,LongPassing,Balance,Interceptions
Position RF: Agility, Acceleration, Balance,BallControl,Dribbling,LongShots
Position RM: Acceleration, Agility, Balance,Dribbling,BallControl,Crossing
Position RS: Acceleration, Agility, Jumping,Finishing,BallControl,Dribbling
Position RW: Acceleration, Agility, Balance,Dribbling,BallControl,Finishing
Position RWB: Acceleration, Agility, Balance,Jumping,Aggression,BallControl
Position ST: Acceleration, Jumping, Finishing,Agility,Balance,BallControl

we can see top 6 attributes of strikers are Acceleration, Jumping, Finishing,Agility,Balance,BallControl. Then, we can analyse these 6 features of top 5 strikers.

data[["Name","Overall","Age"]][:10].set_index("Name").style.background_gradient("Greens")

	Overall	Age
Name
L. Messi	94	31
Cristiano Ronaldo	94	33
Neymar Jr	92	26
De Gea	91	27
K. De Bruyne	91	27
E. Hazard	91	27
L. Modrić	91	32
L. Suárez	91	31
Sergio Ramos	91	32
J. Oblak	90	25

According to the above analysis Overall performance of Messi and Cristiano and Ronaldo is best as compared to other players

print("Top 10 Clubs of Average Overall...")
pd.DataFrame(data.groupby("Club")["Overall"].mean().sort_values(ascending=False)[:10]).style.background_gradient("winter")

Top 10 Clubs of Average Overall...

	Overall
Club
Juventus	82.28
Napoli	80
Inter	79.75
Real Madrid	78.2424
Milan	78.0741
FC Barcelona	78.0303
Paris Saint-Germain	77.4333
Roma	77.4231
Manchester United	77.2424
SL Benfica	77

The overall performance of employees is better from the Juventus club

print("Top 10 Clubs of Average Overall...")
pd.DataFrame(data.groupby("BodyType")["Overall"].mean().sort_values(ascending=False)[:10]).style.background_gradient("winter")

Top 10 Clubs of Average Overall...

	Overall
BodyType
Messi	94
C. Ronaldo	94
Neymar	92
Courtois	89
PLAYER_BODY_TYPE_25	88
Shaqiri	81
Stocky	67.6762
Normal	66.494
Akinfenwa	66
Lean	65.5374

The body type Messi has best maximun overall performance of 94

pd.DataFrame(data.groupby("Club")["Age"].mean().sort_values(ascending=False)[:10]).style.background_gradient("winter")

	Age
Club
Paraná	31.6
Cruzeiro	30.6
Botafogo	30.4
Atlético Paranaense	30.4
Chapecoense	30.4
Ceará Sporting Club	30.2
Sport Club do Recife	30.2
Fluminense	30.2
Vitória	30
Bahia	30

The maximun mean age is 31.6 which is at highest of the club Parana

pd.DataFrame(data.groupby("PreferredFoot")["Overall"].mean().sort_values(ascending=False)[:10]).style.background_gradient("winter")

	Overall
PreferredFoot
Left	66.7905
Right	66.0693

pd.DataFrame(data.groupby("Position")["Overall"].mean().sort_values(ascending=False)[:10]).style.background_gradient("winter")

	Overall
Position
LF	73.8667
RF	73.25
RAM	72.2857
LAM	71.8571
LS	70.0777
RDM	69.7398
RS	69.5373
LCM	69.3342
RCB	69.316
LCB	69.2025

Players Age Distribution

data["Age Cut"]=pd.cut(data["Age"],[0,20,25,30,35,100],labels=["U20","21to25","26to30","31to35","Over35"])

#age columns analysis
plt.figure(figsize=(10,5))
sns.countplot(data["Age Cut"])
plt.title("Players age distribution",fontsize=20)
plt.xlabel("Players age",fontsize=20)
plt.ylabel("Count",fontsize=20)
plt.show()

OBSERVATION

Maximum number of players belong to age 21 and 25 while minimum number of players are from age group above 35

Nationality

counts_Nationality = data["Nationality"].value_counts()
counts_Nationality = counts_Nationality.reset_index()
counts_Nationality.columns= ["Nations","Counts"]
counts_Nationality.head()

	Nations	Counts
0	England	1657
1	Germany	1195
2	Spain	1071
3	Argentina	935
4	France	911

counts_Nationality_top20 = counts_Nationality.iloc[0:20,:]
print(counts_Nationality_top20)

                Nations  Counts
0               England    1657
1               Germany    1195
2                 Spain    1071
3             Argentina     935
4                France     911
5                Brazil     825
6                 Italy     699
7              Colombia     616
8                 Japan     478
9           Netherlands     452
10               Sweden     394
11             China PR     390
12                Chile     388
13  Republic of Ireland     368
14               Mexico     365
15        United States     353
16               Poland     347
17               Norway     341
18         Saudi Arabia     337
19              Denmark     335

plt.figure(figsize=(12,4))
data.groupby('Nationality')['ID'].sum().nlargest(20).plot(kind='bar')
plt.show()

In this dataset most of the players are from England which is followed by Germany.

plt.figure(figsize=(12,4))
data.groupby('Height in inches')['ID'].sum().nlargest(20).plot(kind='bar')
plt.show()

Histogram of count of players based on some attribute height.

data['Value'].max()

'975'

sns.kdeplot(data['Value'],shade=True,color='r')

<matplotlib.axes._subplots.AxesSubplot at 0x237a6851c18>

sns.kdeplot(data['Wage'],shade=True,color='b')

<matplotlib.axes._subplots.AxesSubplot at 0x237a3ffb940>

data.columns

Index(['ID', 'Name', 'Age', 'Nationality', 'Overall', 'Potential', 'Club',
       'Value', 'Wage', 'Special', 'PreferredFoot', 'InternationalReputation',
       'WeakFoot', 'SkillMoves', 'WorkRate', 'BodyType', 'RealFace',
       'Position', 'Joined', 'ContractValidUntil', 'Height in inches',
       'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM',
       'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM',
       'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing',
       'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve',
       'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',
       'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',
       'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',
       'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',
       'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',
       'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause',
       'Joined_Year', 'CVU_Year', 'Contract_Period', 'Main Position',
       'Age Cut'],
      dtype='object')

OBSERVATION:

1. 11.2% of the Ids are the records which belong to Goalkeeper Players 2. 18.8% of the Ids are the records which belong to Attacking Players 3. 32.3% of the Ids are the records which belong to Defending Players 4. 37.7% of the Ids are the records which belong to Midfield Players

plt.figure(figsize=(12,4))
data.groupby('Overall')['ID'].sum().nlargest(20).plot(kind='bar')
plt.show()

In this dataset most of the players have the general performance rated as 66%

plt.figure(figsize=(14,6))
plt.subplot(1,2,1)
sns.countplot(data=data , x="PreferredFoot" ,palette="Blues",edgecolor="black")
plt.title("Count Plot of PreferredFoot", fontsize=20)
plt.subplot(1,2,2)
sns.countplot(data=data , x="InternationalReputation" ,palette="Blues",edgecolor="black")
plt.title("Count Plot of InternationalReputation", fontsize=20)
plt.show()

From analysis above, it has been found that 13948 players use Right leg preferably and 4211 players use preferably Left leg. It can be observed from below.

data.PreferredFoot.value_counts()

Right    13756
Left      4162
Name: PreferredFoot, dtype: int64

club = data.loc[(data["Club"]=="Juventus")|
      (data["Club"]=="Napoli")|
      (data["Club"]=="Inter")|
      (data["Club"]=="Real Madrid")|
      (data["Club"]=="Milan")|
      (data["Club"]=="FC Barcelona")|
      (data["Club"]=="Paris Saint-Germain")|
      (data["Club"]=="Manchester United")|
      (data["Club"]=="SL Benfica")]

plt.figure(figsize=(14,6))
sns.boxplot(data=club,y="Club",x="Overall",
            palette=["teal","white","teal","white","teal"]+["white"]*4,linewidth=2)
plt.xticks(fontsize=15)
plt.yticks(fontsize=15)
plt.title("Box Plot of Overall of Top 10 Clubs",fontsize=20)
plt.show()

The overall performance of FC Barcelona and Real Madrid is better than others clubs

plt.figure(figsize=(14,6))
plt.hist(data["Overall"],bins=20,density=True,color="teal",edgecolor="black")
plt.xlabel("Overall",fontsize=15)
plt.ylabel("Frequency",fontsize=15)
plt.title("Histogram of Overall",fontsize=20)
plt.show()

plt.figure(figsize=(14,6))
plt.subplot(1,2,1)
sns.boxplot(data=data, x="Age Cut", y="Overall",palette=["teal"])
plt.title("Box Plot of Age and Overall",fontsize=20)
plt.subplot(1,2,2)
sns.boxplot(data=data, x="Age Cut", y="Potential",palette=["teal"])
plt.title("Box Plot of Age and Potential",fontsize=20)
plt.show()

plt.figure(figsize=(60,30))
arr  = ["Finishing","SprintSpeed","ShotPower","Stamina"]
for i in range(1,5):
    plt.subplot(2,2,i)
    data.groupby(["Position"])[arr[i-1]].mean().sort_index().plot(kind="barh",color="teal"
                                                                     ,edgecolor="black",lw=2)
    plt.xticks(fontsize=40)
    plt.yticks(fontsize=40)
    plt.title("{} Average".format(arr[i-1]),fontsize=20)
plt.tight_layout()
plt.show()

plt.figure(figsize=(14,10))
sns.boxplot(data=data.iloc[:,53:88], orient="h", palette=["teal"])
plt.title("Box Plot of Data")
plt.show()

Above boxplots clearly indicate that there are outliers in the columns like dribbling, ball control, sprintspeed,reactions, jumping ,stamina,vision composure,GKhandling,etc whereas there are no outliers in the columns Interceptions,positioning,marking,sliding tackle....

Data Standardization

num_attr = ['Age', 'Overall', 'Potential',
       'Value', 'Wage', 'Special','Height in inches',
       'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM',
       'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM',
       'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing',
       'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve',
       'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',
       'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',
       'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',
       'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',
       'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',
       'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause', 'Contract_Period']

from sklearn.preprocessing import StandardScaler
standardizer = StandardScaler()
standardizer.fit((data[num_attr]))
data_std = pd.DataFrame(standardizer.transform((data[num_attr])))
data_std.head()

	0	1	2	3	4	5	6	7	8	9	...	60	61	62	63	64	65	66	67	68	69
0	1.260843	4.006783	3.689931	-0.544052	25.070566	2.212243	-1.645880	-0.446617	3.460804	3.460804	...	-0.717719	-0.909315	-0.923511	-0.599640	-0.318041	-0.073212	-0.138909	-0.484698	0.044755	5.697391
1	1.688628	4.006783	3.689931	-0.659513	17.844529	2.307490	0.995962	1.091485	3.923517	3.923517	...	-0.969302	-0.770728	-1.064554	-0.543018	-0.318041	-0.073212	-0.138909	-0.317246	-0.294108	0.149896
2	0.191379	3.718143	3.527169	-0.516479	12.650815	1.996107	-0.891068	-1.023405	3.113770	3.113770	...	-1.019618	-1.094097	-0.594411	-0.429776	-0.436543	-0.073212	-0.080057	-0.317246	0.050209	0.576627
3	0.405272	3.573823	3.527169	-0.676746	11.295933	-0.465652	1.750774	0.130171	0.221814	0.221814	...	-1.623417	-1.232684	-1.534696	4.156548	4.066546	4.298885	4.216150	4.315580	-0.254904	2.283548
4	0.405272	3.573823	3.364407	-0.573348	15.586392	2.501646	-0.136256	-0.767055	2.882413	2.882413	...	1.043359	0.476554	0.251846	-0.090048	-0.199539	-0.680448	-0.374318	-0.205612	-0.057859	1.856818

5 rows × 70 columns

data_std.describe()

	0	1	2	3	4	5	6	7	8	9	...	60	61	62	63	64	65	66	67	68	69
count	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	...	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04	1.791800e+04
mean	1.028008e-14	-4.034557e-14	-3.151130e-15	4.380467e-15	-2.300128e-14	7.941459e-16	-1.875061e-15	-4.318580e-16	-8.202936e-16	-8.202936e-16	...	2.699082e-15	-2.618721e-15	-6.558639e-15	-3.377295e-16	8.921168e-16	-1.353347e-15	6.227361e-16	1.437131e-16	1.183068e-14	1.089815e-14
std	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	...	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00	1.000028e+00
min	-1.947548e+00	-2.920574e+00	-3.797138e+00	-9.249003e-01	-4.012143e-01	-3.176518e+00	-3.910316e+00	-3.586908e+00	-3.132853e+00	-3.132853e+00	...	-2.227215e+00	-2.110401e+00	-2.004839e+00	-8.827459e-01	-9.105529e-01	-9.233420e-01	-9.039872e-01	-8.754183e-01	-7.239932e-01	-1.557025e+00
25%	-8.780846e-01	-6.114548e-01	-7.046526e-01	-9.080120e-01	-4.012143e-01	-5.169391e-01	-8.910683e-01	-7.670551e-01	-5.879330e-01	-5.879330e-01	...	-8.686689e-01	-9.555106e-01	-1.017539e+00	-4.863970e-01	-4.957946e-01	-4.982769e-01	-4.920221e-01	-4.846980e-01	-7.178569e-01	-7.035645e-01
50%	-2.251377e-02	-3.417510e-02	-5.360312e-02	-3.734458e-01	-3.108889e-01	1.387973e-01	-1.362562e-01	-6.209177e-02	2.218145e-01	2.218145e-01	...	2.886109e-01	3.379670e-01	2.988599e-01	-3.165331e-01	-3.180411e-01	-3.161062e-01	-3.154657e-01	-3.172464e-01	-6.599025e-01	-2.768341e-01
75%	6.191644e-01	6.874245e-01	5.974464e-01	7.122303e-01	-3.991248e-02	6.919604e-01	6.185558e-01	6.428715e-01	6.845273e-01	6.845273e-01	...	8.420925e-01	8.461189e-01	8.630310e-01	-1.466693e-01	-1.402875e-01	-1.339355e-01	-1.389092e-01	-1.497949e-01	6.225938e-01	5.766266e-01
max	4.255340e+00	4.006783e+00	3.852694e+00	2.435526e+00	2.507057e+01	2.739763e+00	3.637804e+00	4.936739e+00	3.923517e+00	3.923517e+00	...	2.351588e+00	2.093401e+00	2.132416e+00	4.156548e+00	4.481305e+00	4.541780e+00	4.333855e+00	4.315580e+00	2.678270e+00	1.124489e+01

8 rows × 70 columns

CLUSTERING

Agglomerative Clustering

Parameter description

n_clusters : The number of clusters to find. linkage : {“ward”, “complete”, “average”} ward minimizes the variance of the clusters being merged. complete uses the maximum distances between all observations of the two sets. average uses the average of the distances of each observation of the two sets. affinity : {“euclidean”, “l1”, “l2”, “manhattan”, “cosine”}

data[num_attr].head()

	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	...	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period
0	31	94	94	110.5	565.0	2202	67	159	90	90	...	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0
1	33	94	94	77	405.0	2228	74	183	94	94	...	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0
2	26	92	93	118.5	290.0	2143	69	150	87	87	...	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0
3	27	91	93	72	260.0	1471	76	168	62	62	...	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0
4	27	91	92	102	355.0	2281	71	154	85	85	...	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0

5 rows × 70 columns

data_std.head()

	0	1	2	3	4	5	6	7	8	9	...	60	61	62	63	64	65	66	67	68	69
0	1.260843	4.006783	3.689931	-0.544052	25.070566	2.212243	-1.645880	-0.446617	3.460804	3.460804	...	-0.717719	-0.909315	-0.923511	-0.599640	-0.318041	-0.073212	-0.138909	-0.484698	0.044755	5.697391
1	1.688628	4.006783	3.689931	-0.659513	17.844529	2.307490	0.995962	1.091485	3.923517	3.923517	...	-0.969302	-0.770728	-1.064554	-0.543018	-0.318041	-0.073212	-0.138909	-0.317246	-0.294108	0.149896
2	0.191379	3.718143	3.527169	-0.516479	12.650815	1.996107	-0.891068	-1.023405	3.113770	3.113770	...	-1.019618	-1.094097	-0.594411	-0.429776	-0.436543	-0.073212	-0.080057	-0.317246	0.050209	0.576627
3	0.405272	3.573823	3.527169	-0.676746	11.295933	-0.465652	1.750774	0.130171	0.221814	0.221814	...	-1.623417	-1.232684	-1.534696	4.156548	4.066546	4.298885	4.216150	4.315580	-0.254904	2.283548
4	0.405272	3.573823	3.364407	-0.573348	15.586392	2.501646	-0.136256	-0.767055	2.882413	2.882413	...	1.043359	0.476554	0.251846	-0.090048	-0.199539	-0.680448	-0.374318	-0.205612	-0.057859	1.856818

5 rows × 70 columns

import matplotlib.pyplot as plt
%matplotlib notebook

data_cluster.columns

Index(['Player_Name', 'Age', 'Overall', 'Potential', 'Value', 'Wage', 'Special', 'Height in inches', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW', 'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM', 'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes', 'ReleaseClause', 'Contract_Period', 'cluster_num'], dtype='object')

import scipy.cluster.hierarchy as shc

plt.figure(figsize=(20, 12))  
plt.title("Dendrogram - Visualizing the clusters")  
dend = shc.dendrogram(shc.linkage(data_std, method='ward'))

plt.axhline(y=400, color='r', linestyle='--')

<matplotlib.lines.Line2D at 0x237c7bda240>

plt.savefig('dendogram1.png', format='png', bbox_inches='tight')
plt.savefig('dendogram2.jpg', format='jpg', bbox_inches='tight')

from sklearn.cluster import AgglomerativeClustering

aggl_cluster = AgglomerativeClustering(n_clusters=4, affinity='euclidean', linkage='ward')  
cluster_labels=aggl_cluster.fit_predict(data_std)

array([0, 0, 0, ..., 2, 2, 1], dtype=int64)

cluster_labels=aggl_cluster.fit_predict(data_std)

RESULT:

As per the analysis which is done below it shows how different attributes are related with each other

plt.figure(figsize=(12, 10))  
plt.scatter(data['Volleys'], data['Overall'], c=aggl_cluster.labels_) 

<matplotlib.collections.PathCollection at 0x2380c174e80>

plt.figure(figsize=(12, 10))  
plt.scatter(data['Acceleration'], data['Overall'], c=aggl_cluster.labels_) 

<matplotlib.collections.PathCollection at 0x23822f9aef0>

plt.figure(figsize=(12, 10))  
plt.scatter(data['Age'], data['Overall'], c=aggl_cluster.labels_) 

<matplotlib.collections.PathCollection at 0x2380d309518>

plt.figure(figsize=(12, 10))  
plt.scatter(data['Wage'], data['Value'], c=aggl_cluster.labels_) 

<matplotlib.collections.PathCollection at 0x2382335b1d0>

plt.figure(figsize=(12, 10))  
plt.scatter(data['Wage'], data['Overall'], c=aggl_cluster.labels_) 

<matplotlib.collections.PathCollection at 0x238230811d0>

data_cluster_aggl=data[num_attr]

data_cluster_aggl['cluster_num'] = cluster_labels

data_cluster_aggl.head()

	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	26	92	93	118.5	290.0	2143	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
3	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	3
4	27	91	92	102	355.0	2281	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0

data_cluster_aggl['cluster_num'].value_counts()

0    6898
2    4583
1    4445
3    1992
Name: cluster_num, dtype: int64

idx = 0   
data_cluster_aggl.insert(loc=idx, column='Player_Name', value=data['Name'])

data_cluster_aggl.head(10)

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	L. Messi	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	Cristiano Ronaldo	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	Neymar Jr	26	92	93	118.5	290.0	2143	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
3	De Gea	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	3
4	K. De Bruyne	27	91	92	102	355.0	2281	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0
5	E. Hazard	27	91	91	93	340.0	2142	68	163	86	86	86	92	91	91	91	92	92	92	92	92	85	85	85	92	69	66	66	66	69	63	52	52	52	63	81.0	84.0	61.0	89.0	80.0	95.0	83.0	79.0	83.0	94.0	94.0	88.0	95.0	90.0	94.0	82.0	56.0	83.0	66.0	80.0	54.0	41.0	87.0	89.0	86.0	91.0	34.0	27.0	22.0	11.0	12.0	6.0	8.0	8.0	172.1	8.0	0
6	L. Modrić	32	91	91	67	420.0	2280	68	146	80	80	80	88	87	87	87	88	90	90	90	89	91	91	91	89	85	84	84	84	85	82	74	74	74	82	86.0	72.0	55.0	93.0	76.0	90.0	85.0	78.0	88.0	93.0	80.0	72.0	93.0	90.0	94.0	79.0	68.0	89.0	58.0	82.0	62.0	83.0	79.0	92.0	82.0	84.0	60.0	76.0	73.0	13.0	9.0	7.0	14.0	9.0	137.4	8.0	0
7	L. Suárez	31	91	91	80	455.0	2346	72	190	92	92	92	91	92	92	92	91	90	90	90	89	84	84	84	89	74	73	73	73	74	71	68	68	68	71	77.0	93.0	77.0	82.0	88.0	87.0	86.0	84.0	64.0	90.0	86.0	75.0	82.0	92.0	83.0	86.0	69.0	90.0	83.0	85.0	87.0	41.0	92.0	84.0	85.0	85.0	62.0	45.0	38.0	27.0	25.0	31.0	33.0	37.0	164	7.0	0
8	Sergio Ramos	32	91	91	51	380.0	2201	72	181	76	76	76	73	74	74	74	73	74	74	74	75	78	78	78	75	84	87	87	87	84	87	90	90	90	87	66.0	60.0	91.0	78.0	66.0	63.0	74.0	72.0	77.0	84.0	76.0	75.0	78.0	85.0	66.0	79.0	93.0	84.0	83.0	59.0	88.0	90.0	60.0	63.0	75.0	82.0	87.0	92.0	91.0	11.0	8.0	9.0	7.0	11.0	104.6	15.0	0
9	J. Oblak	25	90	93	68	94.0	1331	74	192	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	11.0	15.0	29.0	13.0	12.0	13.0	14.0	26.0	16.0	43.0	60.0	67.0	86.0	49.0	22.0	76.0	41.0	78.0	12.0	34.0	19.0	11.0	70.0	11.0	70.0	27.0	12.0	18.0	86.0	92.0	78.0	88.0	89.0	144.5	7.0	3

data_cluster_aggl.sort_values(by='Overall', ascending=False).head(10)

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	L. Messi	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	Cristiano Ronaldo	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	Neymar Jr	26	92	93	118.5	290.0	2143	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
3	De Gea	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	3
4	K. De Bruyne	27	91	92	102	355.0	2281	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0
5	E. Hazard	27	91	91	93	340.0	2142	68	163	86	86	86	92	91	91	91	92	92	92	92	92	85	85	85	92	69	66	66	66	69	63	52	52	52	63	81.0	84.0	61.0	89.0	80.0	95.0	83.0	79.0	83.0	94.0	94.0	88.0	95.0	90.0	94.0	82.0	56.0	83.0	66.0	80.0	54.0	41.0	87.0	89.0	86.0	91.0	34.0	27.0	22.0	11.0	12.0	6.0	8.0	8.0	172.1	8.0	0
6	L. Modrić	32	91	91	67	420.0	2280	68	146	80	80	80	88	87	87	87	88	90	90	90	89	91	91	91	89	85	84	84	84	85	82	74	74	74	82	86.0	72.0	55.0	93.0	76.0	90.0	85.0	78.0	88.0	93.0	80.0	72.0	93.0	90.0	94.0	79.0	68.0	89.0	58.0	82.0	62.0	83.0	79.0	92.0	82.0	84.0	60.0	76.0	73.0	13.0	9.0	7.0	14.0	9.0	137.4	8.0	0
7	L. Suárez	31	91	91	80	455.0	2346	72	190	92	92	92	91	92	92	92	91	90	90	90	89	84	84	84	89	74	73	73	73	74	71	68	68	68	71	77.0	93.0	77.0	82.0	88.0	87.0	86.0	84.0	64.0	90.0	86.0	75.0	82.0	92.0	83.0	86.0	69.0	90.0	83.0	85.0	87.0	41.0	92.0	84.0	85.0	85.0	62.0	45.0	38.0	27.0	25.0	31.0	33.0	37.0	164	7.0	0
8	Sergio Ramos	32	91	91	51	380.0	2201	72	181	76	76	76	73	74	74	74	73	74	74	74	75	78	78	78	75	84	87	87	87	84	87	90	90	90	87	66.0	60.0	91.0	78.0	66.0	63.0	74.0	72.0	77.0	84.0	76.0	75.0	78.0	85.0	66.0	79.0	93.0	84.0	83.0	59.0	88.0	90.0	60.0	63.0	75.0	82.0	87.0	92.0	91.0	11.0	8.0	9.0	7.0	11.0	104.6	15.0	0
12	D. Godín	32	90	90	44	125.0	1946	74	172	67	67	67	64	65	65	65	64	65	65	65	66	71	71	71	66	79	84	84	84	79	82	90	90	90	82	55.0	42.0	92.0	79.0	47.0	53.0	49.0	51.0	70.0	76.0	68.0	68.0	58.0	85.0	54.0	67.0	91.0	66.0	88.0	43.0	89.0	88.0	48.0	52.0	50.0	82.0	90.0	89.0	89.0	6.0	8.0	15.0	5.0	15.0	90.2	9.0	0

Best number of clusters by Aggloromerative clustering is 4

K-Means Clustering

1. Kmeans is a distance based iterative technique, where the instances that are "closer" are "grouped" together forming a "cluster". 2. This "closeness" is computed by distances,by default, Euclidean distances 3. We need to specify prior, how many clusters we want to get. 4. What is iterative in this case? (i) We specify a number of clusters we need, so in the first iteration, centroids(centre) of the cluster are randomly picked in the data (this centroid need not be a data point but could be any other point as well). For eg: if we need 3 clusters, 3 centroids are randomly picked. (ii) Now with respect to each of these centroids, distance is computed for each of the points in the data and the data point is assigned to that cluster for which the point's distance is closest to its centroid. This is "Assignment phase". (iii) Once all points are assigned to the clusters, new centroids are computed from the points of each cluster (in 2d it is (x1+x2)/2, (y1+y2)/2)..remember this formula :) Once, this new centroids are computed, the assignment phase starts-- compute the distance between each of the data points with each of the new centroids and assign the point to the closest cluster. After assignment, the new cluster centroids are computed. This process continues until there is no change in cluster centroids from previous iteration

data[num_attr].shape

(17918, 70)

from sklearn.cluster import KMeans
kmeans_object = KMeans(n_clusters=5, random_state=1240)
kmeans_object.fit(data_std)
kmeans_clusters = kmeans_object.predict(data_std)

kmeans_clusters.shape

(17918,)

np.unique(kmeans_clusters, return_counts=True)

(array([0, 1, 2, 3, 4]), array([3551, 2971, 1992, 4641, 4763], dtype=int64))

data_cluster = data[num_attr]

data_cluster['cluster_num'] = kmeans_clusters

data_cluster.head()

	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	...	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	31	94	94	110.5	565.0	2202	67	159	90	90	...	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	33	94	94	77	405.0	2228	74	183	94	94	...	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	26	92	93	118.5	290.0	2143	69	150	87	87	...	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
3	27	91	93	72	260.0	1471	76	168	62	62	...	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	2
4	27	91	92	102	355.0	2281	71	154	85	85	...	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0

5 rows × 71 columns

data_cluster['cluster_num'].value_counts()

4    4763
3    4641
0    3551
1    2971
2    1992
Name: cluster_num, dtype: int64

idx = 0   
data_cluster.insert(loc=idx, column='Player_Name', value=data['Name'])

data_cluster.head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	L. Messi	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	Cristiano Ronaldo	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	Neymar Jr	26	92	93	118.5	290.0	2143	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
3	De Gea	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	2
4	K. De Bruyne	27	91	92	102	355.0	2281	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0

data_cluster0 = data_cluster.loc[data_cluster['cluster_num'] == 0]

pd.set_option('display.max_columns', 200)
pd.set_option('display.width', 1000)

data_cluster0.head(10)

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	L. Messi	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	Cristiano Ronaldo	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	Neymar Jr	26	92	93	118.5	290.0	2143	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
4	K. De Bruyne	27	91	92	102	355.0	2281	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0
5	E. Hazard	27	91	91	93	340.0	2142	68	163	86	86	86	92	91	91	91	92	92	92	92	92	85	85	85	92	69	66	66	66	69	63	52	52	52	63	81.0	84.0	61.0	89.0	80.0	95.0	83.0	79.0	83.0	94.0	94.0	88.0	95.0	90.0	94.0	82.0	56.0	83.0	66.0	80.0	54.0	41.0	87.0	89.0	86.0	91.0	34.0	27.0	22.0	11.0	12.0	6.0	8.0	8.0	172.1	8.0	0
6	L. Modrić	32	91	91	67	420.0	2280	68	146	80	80	80	88	87	87	87	88	90	90	90	89	91	91	91	89	85	84	84	84	85	82	74	74	74	82	86.0	72.0	55.0	93.0	76.0	90.0	85.0	78.0	88.0	93.0	80.0	72.0	93.0	90.0	94.0	79.0	68.0	89.0	58.0	82.0	62.0	83.0	79.0	92.0	82.0	84.0	60.0	76.0	73.0	13.0	9.0	7.0	14.0	9.0	137.4	8.0	0
7	L. Suárez	31	91	91	80	455.0	2346	72	190	92	92	92	91	92	92	92	91	90	90	90	89	84	84	84	89	74	73	73	73	74	71	68	68	68	71	77.0	93.0	77.0	82.0	88.0	87.0	86.0	84.0	64.0	90.0	86.0	75.0	82.0	92.0	83.0	86.0	69.0	90.0	83.0	85.0	87.0	41.0	92.0	84.0	85.0	85.0	62.0	45.0	38.0	27.0	25.0	31.0	33.0	37.0	164	7.0	0
8	Sergio Ramos	32	91	91	51	380.0	2201	72	181	76	76	76	73	74	74	74	73	74	74	74	75	78	78	78	75	84	87	87	87	84	87	90	90	90	87	66.0	60.0	91.0	78.0	66.0	63.0	74.0	72.0	77.0	84.0	76.0	75.0	78.0	85.0	66.0	79.0	93.0	84.0	83.0	59.0	88.0	90.0	60.0	63.0	75.0	82.0	87.0	92.0	91.0	11.0	8.0	9.0	7.0	11.0	104.6	15.0	0
10	R. Lewandowski	29	90	90	77	205.0	2152	72	176	90	90	90	86	89	89	89	86	86	86	86	84	80	80	80	84	64	65	65	65	64	61	60	60	60	61	62.0	91.0	85.0	83.0	89.0	85.0	77.0	86.0	65.0	89.0	77.0	78.0	78.0	90.0	78.0	88.0	84.0	78.0	84.0	84.0	80.0	39.0	91.0	77.0	88.0	86.0	34.0	42.0	19.0	15.0	6.0	12.0	8.0	10.0	127.1	7.0	0
11	T. Kroos	28	90	90	76.5	355.0	2190	72	168	81	81	81	84	85	85	85	84	87	87	87	85	89	89	89	85	82	85	85	85	82	80	75	75	75	80	88.0	76.0	54.0	92.0	82.0	81.0	86.0	84.0	93.0	90.0	64.0	62.0	70.0	89.0	71.0	87.0	30.0	75.0	73.0	92.0	60.0	82.0	79.0	86.0	73.0	85.0	72.0	79.0	69.0	10.0	11.0	13.0	7.0	10.0	156.8	8.0	0

data_cluster0.sort_values(by='Wage',ascending=False).head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	L. Messi	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
7	L. Suárez	31	91	91	80	455.0	2346	72	190	92	92	92	91	92	92	92	91	90	90	90	89	84	84	84	89	74	73	73	73	74	71	68	68	68	71	77.0	93.0	77.0	82.0	88.0	87.0	86.0	84.0	64.0	90.0	86.0	75.0	82.0	92.0	83.0	86.0	69.0	90.0	83.0	85.0	87.0	41.0	92.0	84.0	85.0	85.0	62.0	45.0	38.0	27.0	25.0	31.0	33.0	37.0	164	7.0	0
6	L. Modrić	32	91	91	67	420.0	2280	68	146	80	80	80	88	87	87	87	88	90	90	90	89	91	91	91	89	85	84	84	84	85	82	74	74	74	82	86.0	72.0	55.0	93.0	76.0	90.0	85.0	78.0	88.0	93.0	80.0	72.0	93.0	90.0	94.0	79.0	68.0	89.0	58.0	82.0	62.0	83.0	79.0	92.0	82.0	84.0	60.0	76.0	73.0	13.0	9.0	7.0	14.0	9.0	137.4	8.0	0
1	Cristiano Ronaldo	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
8	Sergio Ramos	32	91	91	51	380.0	2201	72	181	76	76	76	73	74	74	74	73	74	74	74	75	78	78	78	75	84	87	87	87	84	87	90	90	90	87	66.0	60.0	91.0	78.0	66.0	63.0	74.0	72.0	77.0	84.0	76.0	75.0	78.0	85.0	66.0	79.0	93.0	84.0	83.0	59.0	88.0	90.0	60.0	63.0	75.0	82.0	87.0	92.0	91.0	11.0	8.0	9.0	7.0	11.0	104.6	15.0	0

In cluster0 the wage of L.Messi is at the Top

data_cluster0.sort_values(by='Overall',ascending=False).head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	L. Messi	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	Cristiano Ronaldo	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	Neymar Jr	26	92	93	118.5	290.0	2143	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
4	K. De Bruyne	27	91	92	102	355.0	2281	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0
5	E. Hazard	27	91	91	93	340.0	2142	68	163	86	86	86	92	91	91	91	92	92	92	92	92	85	85	85	92	69	66	66	66	69	63	52	52	52	63	81.0	84.0	61.0	89.0	80.0	95.0	83.0	79.0	83.0	94.0	94.0	88.0	95.0	90.0	94.0	82.0	56.0	83.0	66.0	80.0	54.0	41.0	87.0	89.0	86.0	91.0	34.0	27.0	22.0	11.0	12.0	6.0	8.0	8.0	172.1	8.0	0

In cluster0 the overall all performance of L.Messi is at the top that is 94

data_cluster1 = data_cluster.loc[data_cluster['cluster_num'] == 1]

data_cluster1.head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
781	N. Maksimović	26	78	81	11	54.0	1584	76	192	51	51	51	50	49	49	49	50	50	50	50	53	56	56	56	53	69	71	71	71	69	72	79	79	79	72	45.0	22.0	79.0	59.0	28.0	49.0	29.0	23.0	59.0	61.0	62.0	68.0	49.0	71.0	58.0	39.0	67.0	67.0	86.0	29.0	78.0	80.0	29.0	31.0	26.0	70.0	79.0	80.0	79.0	12.0	9.0	5.0	11.0	15.0	19.5	4.0	1
935	Bruno	28	77	78	8	23.0	1536	73	190	53	53	53	44	49	49	49	44	50	50	50	49	61	61	61	49	64	74	74	74	64	67	77	77	77	67	21.0	23.0	81.0	73.0	23.0	34.0	49.0	31.0	68.0	68.0	32.0	35.0	31.0	79.0	32.0	66.0	65.0	71.0	88.0	22.0	81.0	78.0	36.0	35.0	42.0	69.0	61.0	81.0	80.0	12.0	9.0	8.0	13.0	8.0	17.4	3.0	1
975	André Pinto	28	77	77	7	14.0	1500	76	190	50	50	50	47	48	48	48	47	49	49	49	50	57	57	57	50	65	71	71	71	65	68	77	77	77	68	34.0	34.0	78.0	58.0	29.0	44.0	28.0	31.0	58.0	57.0	47.0	47.0	32.0	73.0	32.0	41.0	30.0	64.0	88.0	38.0	79.0	77.0	21.0	47.0	38.0	59.0	80.0	80.0	79.0	15.0	13.0	6.0	11.0	11.0	14	4.0	1
1033	Wallace	23	77	82	10	35.0	1555	75	187	49	49	49	47	47	47	47	47	47	47	47	49	52	52	52	49	65	68	68	68	65	69	78	78	78	69	34.0	21.0	77.0	57.0	36.0	45.0	33.0	29.0	50.0	52.0	66.0	69.0	46.0	74.0	40.0	40.0	71.0	54.0	81.0	26.0	79.0	81.0	25.0	31.0	45.0	68.0	78.0	79.0	78.0	15.0	11.0	11.0	10.0	11.0	17.8	5.0	1
1073	G. Paletta	32	77	77	5	20.0	1554	75	176	50	50	50	44	46	46	46	44	45	45	45	47	54	54	54	47	65	70	70	70	65	68	79	79	79	68	30.0	16.0	76.0	54.0	30.0	48.0	48.0	35.0	58.0	52.0	54.0	34.0	34.0	73.0	38.0	60.0	78.0	73.0	88.0	44.0	79.0	81.0	28.0	18.0	35.0	74.0	74.0	81.0	80.0	10.0	6.0	15.0	10.0	14.0	10.8	2.0	1

data_cluster1.sort_values(by='Wage',ascending=False).head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
781	N. Maksimović	26	78	81	11	54.0	1584	76	192	51	51	51	50	49	49	49	50	50	50	50	53	56	56	56	53	69	71	71	71	69	72	79	79	79	72	45.0	22.0	79.0	59.0	28.0	49.0	29.0	23.0	59.0	61.0	62.0	68.0	49.0	71.0	58.0	39.0	67.0	67.0	86.0	29.0	78.0	80.0	29.0	31.0	26.0	70.0	79.0	80.0	79.0	12.0	9.0	5.0	11.0	15.0	19.5	4.0	1
2633	M. Miazga	22	73	78	4.5	51.0	1520	76	185	49	49	49	49	49	49	49	49	51	51	51	52	57	57	57	52	64	69	69	69	64	66	74	74	74	66	25.0	16.0	74.0	67.0	28.0	53.0	27.0	21.0	54.0	66.0	62.0	58.0	57.0	68.0	41.0	35.0	79.0	68.0	82.0	32.0	81.0	70.0	27.0	32.0	31.0	69.0	66.0	73.0	74.0	10.0	7.0	14.0	7.0	15.0	19.8	2.0	1
1930	W. Morgan	34	75	75	2	50.0	1428	73	223	50	50	50	46	50	50	50	46	51	51	51	48	57	57	57	48	59	68	68	68	59	62	76	76	76	62	17.0	19.0	76.0	55.0	23.0	58.0	14.0	18.0	47.0	61.0	30.0	30.0	28.0	76.0	48.0	52.0	73.0	50.0	87.0	35.0	79.0	75.0	39.0	49.0	17.0	68.0	76.0	76.0	75.0	14.0	10.0	6.0	7.0	8.0	3.8	7.0	1
1911	A. Flint	28	75	76	6	47.0	1548	78	183	60	60	60	48	53	53	53	48	51	51	51	50	56	56	56	50	61	68	68	68	61	65	75	75	75	65	21.0	55.0	83.0	57.0	38.0	33.0	24.0	25.0	52.0	57.0	47.0	51.0	31.0	72.0	27.0	63.0	74.0	69.0	90.0	26.0	79.0	72.0	52.0	42.0	38.0	60.0	74.0	70.0	74.0	13.0	10.0	8.0	10.0	11.0	11.9	4.0	1
3125	R. Bennett	28	73	73	3.2	46.0	1354	74	172	42	42	42	36	38	38	38	36	40	40	40	40	51	51	51	40	58	67	67	67	58	62	73	73	73	62	23.0	18.0	73.0	65.0	13.0	24.0	22.0	25.0	63.0	43.0	36.0	39.0	30.0	68.0	34.0	43.0	73.0	63.0	77.0	20.0	81.0	70.0	20.0	25.0	28.0	53.0	76.0	75.0	73.0	6.0	16.0	12.0	8.0	12.0	6.2	3.0	1

In cluster1 the wage of N.Maksimovic is at the Top

data_cluster1.sort_values(by='Overall',ascending=False).head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
781	N. Maksimović	26	78	81	11	54.0	1584	76	192	51	51	51	50	49	49	49	50	50	50	50	53	56	56	56	53	69	71	71	71	69	72	79	79	79	72	45.0	22.0	79.0	59.0	28.0	49.0	29.0	23.0	59.0	61.0	62.0	68.0	49.0	71.0	58.0	39.0	67.0	67.0	86.0	29.0	78.0	80.0	29.0	31.0	26.0	70.0	79.0	80.0	79.0	12.0	9.0	5.0	11.0	15.0	19.5	4.0	1
975	André Pinto	28	77	77	7	14.0	1500	76	190	50	50	50	47	48	48	48	47	49	49	49	50	57	57	57	50	65	71	71	71	65	68	77	77	77	68	34.0	34.0	78.0	58.0	29.0	44.0	28.0	31.0	58.0	57.0	47.0	47.0	32.0	73.0	32.0	41.0	30.0	64.0	88.0	38.0	79.0	77.0	21.0	47.0	38.0	59.0	80.0	80.0	79.0	15.0	13.0	6.0	11.0	11.0	14	4.0	1
1033	Wallace	23	77	82	10	35.0	1555	75	187	49	49	49	47	47	47	47	47	47	47	47	49	52	52	52	49	65	68	68	68	65	69	78	78	78	69	34.0	21.0	77.0	57.0	36.0	45.0	33.0	29.0	50.0	52.0	66.0	69.0	46.0	74.0	40.0	40.0	71.0	54.0	81.0	26.0	79.0	81.0	25.0	31.0	45.0	68.0	78.0	79.0	78.0	15.0	11.0	11.0	10.0	11.0	17.8	5.0	1
1073	G. Paletta	32	77	77	5	20.0	1554	75	176	50	50	50	44	46	46	46	44	45	45	45	47	54	54	54	47	65	70	70	70	65	68	79	79	79	68	30.0	16.0	76.0	54.0	30.0	48.0	48.0	35.0	58.0	52.0	54.0	34.0	34.0	73.0	38.0	60.0	78.0	73.0	88.0	44.0	79.0	81.0	28.0	18.0	35.0	74.0	74.0	81.0	80.0	10.0	6.0	15.0	10.0	14.0	10.8	2.0	1
1086	S. De Maio	31	77	77	6	30.0	1560	75	198	50	50	50	45	47	47	47	45	47	47	47	47	53	53	53	47	63	68	68	68	63	67	78	78	78	67	11.0	20.0	72.0	50.0	20.0	52.0	23.0	39.0	54.0	54.0	61.0	67.0	54.0	70.0	54.0	61.0	83.0	63.0	92.0	37.0	74.0	78.0	19.0	34.0	46.0	76.0	80.0	80.0	78.0	6.0	5.0	5.0	11.0	7.0	10.2	3.0	1

In cluster1 the overall all performance of N. Maksimovic is at the top that is 78

data_cluster2 = data_cluster.loc[data_cluster['cluster_num'] == 2]

data_cluster2.head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
3	De Gea	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	2
9	J. Oblak	25	90	93	68	94.0	1331	74	192	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	11.0	15.0	29.0	13.0	12.0	13.0	14.0	26.0	16.0	43.0	60.0	67.0	86.0	49.0	22.0	76.0	41.0	78.0	12.0	34.0	19.0	11.0	70.0	11.0	70.0	27.0	12.0	18.0	86.0	92.0	78.0	88.0	89.0	144.5	7.0	2
18	M. ter Stegen	26	89	92	58	240.0	1328	74	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	14.0	11.0	36.0	14.0	17.0	18.0	12.0	42.0	18.0	38.0	50.0	37.0	85.0	43.0	22.0	79.0	35.0	79.0	10.0	43.0	22.0	11.0	69.0	25.0	69.0	25.0	13.0	10.0	87.0	85.0	88.0	85.0	90.0	123.3	8.0	2
19	T. Courtois	26	89	90	53.5	240.0	1311	78	212	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	14.0	13.0	33.0	12.0	13.0	19.0	20.0	35.0	23.0	46.0	52.0	61.0	84.0	45.0	36.0	68.0	38.0	70.0	17.0	23.0	15.0	13.0	44.0	27.0	66.0	20.0	18.0	16.0	85.0	91.0	72.0	86.0	88.0	113.7	6.0	2
22	M. Neuer	32	89	89	38	130.0	1473	76	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	13.0	25.0	55.0	11.0	30.0	14.0	11.0	59.0	48.0	54.0	60.0	51.0	84.0	35.0	25.0	77.0	43.0	80.0	16.0	29.0	30.0	12.0	70.0	47.0	70.0	17.0	10.0	11.0	90.0	86.0	91.0	87.0	87.0	62.7	10.0	2

data_cluster2.sort_values(by='Wage',ascending=False).head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
3	De Gea	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	2
18	M. ter Stegen	26	89	92	58	240.0	1328	74	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	14.0	11.0	36.0	14.0	17.0	18.0	12.0	42.0	18.0	38.0	50.0	37.0	85.0	43.0	22.0	79.0	35.0	79.0	10.0	43.0	22.0	11.0	69.0	25.0	69.0	25.0	13.0	10.0	87.0	85.0	88.0	85.0	90.0	123.3	8.0	2
19	T. Courtois	26	89	90	53.5	240.0	1311	78	212	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	14.0	13.0	33.0	12.0	13.0	19.0	20.0	35.0	23.0	46.0	52.0	61.0	84.0	45.0	36.0	68.0	38.0	70.0	17.0	23.0	15.0	13.0	44.0	27.0	66.0	20.0	18.0	16.0	85.0	91.0	72.0	86.0	88.0	113.7	6.0	2
46	K. Navas	31	87	87	30.5	195.0	1345	73	176	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	11.0	15.0	11.0	30.0	11.0	16.0	11.0	15.0	37.0	19.0	54.0	53.0	60.0	84.0	61.0	21.0	74.0	39.0	75.0	13.0	32.0	20.0	16.0	68.0	25.0	67.0	28.0	14.0	14.0	90.0	81.0	75.0	82.0	90.0	62.5	6.0	2
37	H. Lloris	31	88	88	36	150.0	1335	74	181	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	10.0	10.0	50.0	11.0	10.0	11.0	10.0	50.0	34.0	65.0	62.0	55.0	85.0	54.0	23.0	74.0	41.0	43.0	14.0	31.0	27.0	10.0	30.0	40.0	65.0	29.0	10.0	18.0	88.0	84.0	68.0	83.0	92.0	66.6	10.0	2

data_cluster2.sort_values(by='Overall',ascending=False).head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
3	De Gea	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	2
9	J. Oblak	25	90	93	68	94.0	1331	74	192	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	13.0	11.0	15.0	29.0	13.0	12.0	13.0	14.0	26.0	16.0	43.0	60.0	67.0	86.0	49.0	22.0	76.0	41.0	78.0	12.0	34.0	19.0	11.0	70.0	11.0	70.0	27.0	12.0	18.0	86.0	92.0	78.0	88.0	89.0	144.5	7.0	2
18	M. ter Stegen	26	89	92	58	240.0	1328	74	187	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	14.0	11.0	36.0	14.0	17.0	18.0	12.0	42.0	18.0	38.0	50.0	37.0	85.0	43.0	22.0	79.0	35.0	79.0	10.0	43.0	22.0	11.0	69.0	25.0	69.0	25.0	13.0	10.0	87.0	85.0	88.0	85.0	90.0	123.3	8.0	2
19	T. Courtois	26	89	90	53.5	240.0	1311	78	212	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	14.0	14.0	13.0	33.0	12.0	13.0	19.0	20.0	35.0	23.0	46.0	52.0	61.0	84.0	45.0	36.0	68.0	38.0	70.0	17.0	23.0	15.0	13.0	44.0	27.0	66.0	20.0	18.0	16.0	85.0	91.0	72.0	86.0	88.0	113.7	6.0	2
22	M. Neuer	32	89	89	38	130.0	1473	76	203	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	15.0	13.0	25.0	55.0	11.0	30.0	14.0	11.0	59.0	48.0	54.0	60.0	51.0	84.0	35.0	25.0	77.0	43.0	80.0	16.0	29.0	30.0	12.0	70.0	47.0	70.0	17.0	10.0	11.0	90.0	86.0	91.0	87.0	87.0	62.7	10.0	2

data_cluster3 = data_cluster.loc[data_cluster['cluster_num'] == 3]

data_cluster3.head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
726	Loren	24	78	83	14	25.0	1722	74	181	78	78	78	73	77	77	77	73	74	74	74	70	64	64	64	70	49	48	48	48	49	47	45	45	45	47	36.0	86.0	76.0	74.0	73.0	79.0	60.0	53.0	35.0	81.0	63.0	66.0	60.0	78.0	57.0	78.0	68.0	60.0	61.0	80.0	38.0	11.0	75.0	60.0	77.0	70.0	55.0	12.0	16.0	7.0	13.0	13.0	15.0	6.0	30.5	7.0	3
818	L. Pavoletti	29	78	78	10.5	39.0	1728	74	187	78	78	78	67	72	72	72	67	68	68	68	65	60	60	60	65	49	50	50	50	49	48	52	52	52	48	33.0	81.0	93.0	64.0	80.0	66.0	49.0	28.0	36.0	74.0	66.0	63.0	65.0	76.0	59.0	80.0	86.0	66.0	84.0	56.0	60.0	24.0	80.0	52.0	64.0	73.0	49.0	21.0	17.0	15.0	6.0	12.0	14.0	9.0	17.9	4.0	3
1041	Formosandrinho	26	77	77	9.5	26.0	1763	70	159	77	77	77	73	75	75	75	73	71	71	71	71	63	63	63	71	51	48	48	48	51	48	43	43	43	48	57.0	76.0	77.0	65.0	72.0	72.0	61.0	55.0	58.0	73.0	81.0	81.0	79.0	73.0	77.0	85.0	56.0	61.0	72.0	77.0	52.0	23.0	75.0	56.0	56.0	78.0	20.0	14.0	15.0	8.0	9.0	8.0	8.0	11.0	18.1	3.0	3
1052	R. Inglese	26	77	78	10.5	60.0	1667	73	187	77	77	77	67	71	71	71	67	66	66	66	64	58	58	58	64	47	45	45	45	47	45	46	46	46	45	39.0	78.0	90.0	65.0	70.0	68.0	68.0	36.0	35.0	76.0	51.0	69.0	54.0	72.0	55.0	78.0	83.0	66.0	85.0	68.0	40.0	19.0	78.0	42.0	72.0	74.0	30.0	13.0	12.0	14.0	11.0	10.0	13.0	7.0	19.8	2.0	3
1088	A. Mitrović	23	77	82	12	52.0	1758	74	181	78	78	78	69	74	74	74	69	71	71	71	66	63	63	63	66	46	50	50	50	46	44	50	50	50	44	29.0	78.0	84.0	67.0	76.0	66.0	39.0	52.0	43.0	74.0	60.0	64.0	67.0	77.0	63.0	82.0	81.0	64.0	88.0	70.0	89.0	14.0	82.0	68.0	66.0	76.0	25.0	24.0	13.0	15.0	12.0	6.0	7.0	13.0	23.7	5.0	3

data_cluster4 = data_cluster.loc[data_cluster['cluster_num'] == 4]

data_cluster4.head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
24	G. Chiellini	33	89	89	27	215.0	1841	74	187	61	61	61	57	58	58	58	57	57	57	57	59	63	63	63	59	77	79	79	79	77	80	89	89	89	80	58.0	33.0	83.0	59.0	45.0	58.0	60.0	31.0	59.0	57.0	63.0	75.0	54.0	82.0	55.0	78.0	89.0	65.0	89.0	49.0	92.0	88.0	28.0	50.0	50.0	84.0	93.0	93.0	90.0	3.0	3.0	2.0	4.0	3.0	44.6	15.0	4
44	K. Koulibaly	27	87	90	51	115.0	1660	74	196	55	55	55	54	55	55	55	54	55	55	55	58	61	61	61	58	74	78	78	78	74	78	87	87	87	78	30.0	19.0	81.0	66.0	14.0	66.0	28.0	28.0	56.0	60.0	68.0	75.0	50.0	80.0	40.0	55.0	81.0	71.0	94.0	15.0	87.0	88.0	24.0	43.0	33.0	78.0	91.0	88.0	86.0	7.0	11.0	7.0	13.0	5.0	90.5	7.0	4
73	M. Benatia	31	86	86	30	160.0	1803	74	207	64	64	64	60	61	61	61	60	60	60	60	63	65	65	65	63	76	79	79	79	76	78	87	87	87	78	45.0	47.0	83.0	65.0	44.0	64.0	34.0	27.0	65.0	64.0	65.0	75.0	59.0	82.0	53.0	66.0	85.0	69.0	91.0	24.0	86.0	86.0	38.0	47.0	41.0	82.0	89.0	87.0	85.0	7.0	4.0	8.0	7.0	11.0	49.5	6.0	4
77	M. Škriniar	23	85	92	46.5	82.0	1800	74	176	59	59	59	58	59	59	59	58	60	60	60	62	67	67	67	62	75	80	80	80	75	78	85	85	85	78	40.0	42.0	80.0	70.0	40.0	59.0	34.0	30.0	68.0	67.0	70.0	73.0	48.0	81.0	48.0	50.0	78.0	77.0	83.0	30.0	86.0	86.0	30.0	57.0	56.0	80.0	92.0	88.0	82.0	10.0	13.0	12.0	8.0	12.0	88.4	5.0	4
88	K. Manolas	27	85	87	37.5	96.0	1642	74	183	52	52	52	52	51	51	51	52	52	52	52	56	59	59	59	56	75	77	77	77	75	79	86	86	86	79	27.0	10.0	80.0	60.0	16.0	54.0	30.0	10.0	61.0	65.0	80.0	85.0	68.0	85.0	59.0	40.0	86.0	76.0	82.0	12.0	86.0	86.0	25.0	22.0	26.0	79.0	86.0	87.0	89.0	8.0	6.0	8.0	15.0	12.0	66.6	8.0	4

Inspecting cluster centroids to understand average statistics of each cluster

data_cluster

## Using inverse_transform to retrive actual values from standardized data
cluster_centroids = pd.DataFrame(standardizer.inverse_transform(kmeans_object.cluster_centers_),
                                 columns=data_cluster[num_attr].columns)   
cluster_centroids

	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period
0	26.872250	74.182459	76.638466	46.265313	28.274112	1918.569374	70.421602	162.630006	70.254089	70.254089	70.254089	72.569656	72.371686	72.371686	72.371686	72.569656	72.846588	72.846588	72.846588	72.869148	71.338409	71.338409	71.338409	72.869148	67.112803	66.337845	66.337845	66.337845	67.112803	65.345742	62.143542	62.143542	62.143542	65.345742	67.792160	63.605753	59.544839	73.171743	60.910321	73.212634	67.197124	61.480541	67.618161	74.484208	73.121545	72.365764	74.199662	71.569656	72.101805	72.206148	67.256627	74.128032	66.604343	67.510998	65.377609	56.029329	68.932882	69.898195	62.218274	70.967569	54.910886	55.843768	52.212070	10.591371	10.619571	10.695431	10.591089	10.566836	27.642104	4.291878
1	23.748233	61.723999	68.822619	286.490104	3.341299	1433.261528	72.513632	170.389768	46.502524	46.502524	46.502524	46.016493	45.671154	45.671154	45.671154	46.016493	46.242679	46.242679	46.242679	48.054191	49.404578	49.404578	49.404578	48.054191	56.580613	57.606193	57.606193	57.606193	56.580613	58.216762	61.987546	61.987546	61.987546	58.216762	39.156850	27.644901	58.867048	52.519690	29.287782	42.572198	33.178055	31.665433	45.954561	49.629081	58.228879	59.081117	53.508920	56.218782	57.259172	43.570178	66.728374	61.857287	70.018512	30.153484	61.542915	58.888253	34.176708	38.340963	38.876136	51.893639	59.546617	62.557725	60.508583	10.358465	10.416695	10.330865	10.407607	10.353753	297.484854	3.345675
2	26.017068	64.562751	69.796687	237.658434	6.916667	1045.555723	74.096888	180.694277	62.000000	62.000000	62.000000	64.000000	63.000000	63.000000	63.000000	64.000000	63.000000	63.000000	63.000000	64.000000	62.000000	62.000000	62.000000	64.000000	61.000000	61.000000	61.000000	61.000000	61.000000	61.000000	62.000000	62.000000	62.000000	61.000000	14.245984	12.001004	14.359940	27.273092	12.372992	13.826305	14.695281	14.436747	25.809739	19.947791	38.260542	38.667169	40.225402	58.877510	43.035643	22.533635	57.702309	30.434739	60.618976	12.625502	26.326807	17.027108	11.230924	37.092871	19.972390	45.133534	15.207329	14.112952	14.063755	65.291165	62.843876	61.439759	62.983434	66.056727	242.751757	3.995482
3	23.451314	63.310857	70.193882	332.936019	4.341663	1576.489013	70.451745	160.645842	62.115037	62.115037	62.115037	62.764541	62.747523	62.747523	62.747523	62.764541	61.880224	61.880224	61.880224	61.954545	56.506678	56.506678	56.506678	61.954545	49.795993	47.173847	47.173847	47.173847	49.795993	47.647350	43.366868	43.366868	43.366868	47.647350	50.929556	60.226196	52.760233	58.682895	52.551056	63.325506	51.814089	45.350280	49.066997	63.017234	71.581430	71.506463	69.687204	57.917277	68.973503	61.967471	62.646273	61.517234	60.183972	55.284360	46.890995	27.598880	60.267342	55.609220	57.468117	57.068505	31.978888	28.596510	26.982981	10.361913	10.495261	10.517880	10.428048	10.399397	251.158380	3.078630
4	25.866163	66.687644	70.688483	372.186239	6.917978	1714.430459	71.083700	164.727292	58.199287	58.199287	58.199287	60.237046	59.559262	59.559262	59.559262	60.237046	60.578771	60.578771	60.578771	61.850430	62.388085	62.388085	62.388085	61.850430	65.162576	65.363961	65.363961	65.363961	65.162576	65.175372	65.392490	65.392490	65.392490	65.175372	56.614433	43.123138	58.206209	64.986365	41.465702	59.841619	50.213132	45.520873	60.672750	63.515838	66.445773	66.827774	65.556535	63.090413	65.950493	57.950283	68.023495	71.260751	68.415985	49.028949	66.384938	63.129432	51.964758	55.359975	47.648626	60.906230	62.200965	64.959723	62.859241	10.651143	10.649675	10.602475	10.655968	10.666667	250.034340	3.769457

Observation: Based on above cluster centroid values, its clearly indicating that Cluster 0 has top performing players in the world.

cluster_centroids.to_csv("best_kmeans_cluster_centroids.csv")

In the above case, we have randomly given clusters number. But how would we know the optimal clusters

• The clustering is said to be good, if the points in the cluster are closer to each other and the clusters themselves are far apart. The two quantities which describe the above said factors are "Within Sum of Squares (wss)" and "Between Sum of Squares(bss)" respectively. In kmeans function in python, wss is defined as inertia.
• Ideally, if wss is minimum, we have a better clustering.
• Now the question is.. how do we choose k

Parameter description

n_clusters : The number of clusters to find.

n_init : Number of time the k-means algorithm will be run with different centroid seeds. The final results will be the best output of n_init consecutive runs in terms of inertia.

max_iter : max iterations of recomputing new cluster centroids

wss= {}
for k in range(3, 8, 2):
    kmeans_loop = KMeans(n_clusters=k,n_init=30,max_iter=100,random_state=1000).fit(data_std)
    clusters = kmeans_loop.labels_
    wss[k] = kmeans_loop.inertia_ # Inertia: Sum of squared distances of samples to their closest cluster center

import matplotlib.pyplot as plt
plt.figure()

plt.plot(list(wss.keys()),list(wss.values()), 'bx--')
plt.xlabel('Number of clusters')
plt.ylabel('Total within sum of squares')
plt.show()

Running Kmeans for k=7

kmeans_object_new = KMeans(n_clusters=7, random_state=1250)
kmeans_object_new.fit(data_std)
kmeans_clusters_new = kmeans_object_new.predict(data_std)

kmeans_clusters_new.shape

(17918,)

np.unique(kmeans_clusters_new, return_counts=True)

(array([0, 1, 2, 3, 4, 5, 6]),
 array([1897, 3030, 1678, 2866, 1992, 2928, 3527], dtype=int64))

data_cluster_new = data[num_attr]

data_cluster_new['cluster_num'] = kmeans_clusters_new

data_cluster_new.head()

	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	26	92	93	118.5	290.0	2143	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
3	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	4
4	27	91	92	102	355.0	2281	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0

data_cluster_new['cluster_num'].value_counts()

6    3527
1    3030
5    2928
3    2866
4    1992
0    1897
2    1678
Name: cluster_num, dtype: int64

idx = 0   
data_cluster_new.insert(loc=idx, column='Player_Name', value=data['Name'])

data_cluster_new.head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	L. Messi	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	Cristiano Ronaldo	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	Neymar Jr	26	92	93	118.5	290.0	2143	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
3	De Gea	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	4
4	K. De Bruyne	27	91	92	102	355.0	2281	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0

data_cluster_new.sort_values(by='cluster_num').head(10)

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	L. Messi	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1576	F. Midtsjø	24	75	78	8.5	13.0	2015	69	154	71	71	71	73	73	73	73	73	75	75	75	75	76	76	76	75	74	75	75	75	74	73	71	71	71	73	65.0	62.0	58.0	78.0	62.0	73.0	66.0	55.0	73.0	75.0	74.0	73.0	80.0	76.0	83.0	72.0	65.0	87.0	73.0	69.0	74.0	72.0	68.0	74.0	51.0	77.0	67.0	68.0	65.0	8.0	12.0	11.0	13.0	13.0	13.4	5.0	0
1574	J. Svensson	25	75	78	7	13.0	2029	67	154	69	69	69	71	70	70	70	71	70	70	70	73	72	72	72	73	76	75	75	75	76	76	74	74	74	76	74.0	55.0	59.0	73.0	61.0	73.0	72.0	54.0	66.0	69.0	76.0	79.0	74.0	72.0	86.0	74.0	73.0	89.0	77.0	58.0	81.0	72.0	68.0	65.0	48.0	71.0	70.0	75.0	76.0	15.0	12.0	7.0	10.0	16.0	11	4.0	0
1572	S. Fofana	23	75	82	9	22.0	1974	72	170	72	72	72	74	75	75	75	74	75	75	75	74	75	75	75	74	73	74	74	74	73	72	72	72	72	72	62.0	60.0	58.0	76.0	50.0	78.0	62.0	42.0	72.0	76.0	76.0	74.0	74.0	74.0	69.0	79.0	63.0	76.0	78.0	78.0	76.0	71.0	72.0	70.0	56.0	70.0	65.0	72.0	68.0	9.0	8.0	9.0	11.0	10.0	18	6.0	0
1570	G. Donsah	22	76	82	10.5	27.0	2096	69	154	70	70	70	74	73	73	73	74	75	75	75	76	76	76	76	76	77	76	76	76	77	75	73	73	73	75	74.0	52.0	56.0	78.0	66.0	78.0	72.0	64.0	76.0	78.0	78.0	75.0	82.0	74.0	85.0	82.0	78.0	88.0	76.0	70.0	74.0	62.0	62.0	74.0	64.0	74.0	82.0	72.0	72.0	14.0	12.0	7.0	7.0	12.0	20	6.0	0
1569	Mossoró	34	76	76	3.9	25.0	1982	67	148	72	72	72	76	76	76	76	76	77	77	77	75	73	73	73	75	63	63	63	63	63	60	56	56	56	60	71.0	69.0	60.0	77.0	72.0	77.0	77.0	69.0	72.0	78.0	76.0	67.0	78.0	72.0	90.0	75.0	74.0	62.0	50.0	77.0	87.0	42.0	72.0	77.0	66.0	76.0	44.0	42.0	47.0	13.0	14.0	10.0	16.0	9.0	7.4	5.0	0
1568	Diego Rico	25	76	80	8	49.0	1965	72	168	66	66	66	67	67	67	67	67	67	67	67	69	70	70	70	69	76	73	73	73	76	76	74	74	74	76	77.0	38.0	74.0	76.0	53.0	66.0	71.0	69.0	57.0	68.0	67.0	75.0	64.0	71.0	70.0	82.0	72.0	88.0	74.0	72.0	70.0	78.0	59.0	63.0	43.0	64.0	60.0	77.0	76.0	10.0	9.0	15.0	11.0	10.0	15.8	4.0	0
1567	J. Clasie	27	76	77	8.5	44.0	2020	67	150	66	66	66	72	72	72	72	72	75	75	75	73	77	77	77	73	73	76	76	76	73	70	69	69	69	70	66.0	55.0	27.0	80.0	72.0	70.0	77.0	70.0	74.0	80.0	69.0	61.0	74.0	74.0	91.0	79.0	68.0	68.0	67.0	73.0	81.0	80.0	65.0	79.0	64.0	73.0	71.0	71.0	61.0	11.0	11.0	14.0	10.0	7.0	19.8	2.0	0
1566	M. Antonio	28	76	76	8	69.0	2055	70	181	78	78	78	77	77	77	77	77	76	76	76	77	71	71	71	77	67	65	65	65	67	66	65	65	65	66	74.0	72.0	83.0	73.0	66.0	79.0	66.0	60.0	65.0	75.0	82.0	86.0	84.0	74.0	76.0	75.0	89.0	70.0	84.0	72.0	77.0	40.0	76.0	68.0	73.0	70.0	50.0	56.0	53.0	12.0	13.0	8.0	14.0	10.0	15.2	6.0	0
1564	S. Berge	20	76	87	11.5	11.0	1920	77	207	67	67	67	69	70	70	70	69	72	72	72	73	75	75	75	73	74	76	76	76	74	73	74	74	74	73	61.0	34.0	73.0	80.0	48.0	76.0	64.0	40.0	76.0	76.0	75.0	77.0	68.0	69.0	53.0	75.0	71.0	80.0	88.0	55.0	67.0	78.0	62.0	76.0	46.0	78.0	68.0	72.0	61.0	14.0	9.0	10.0	8.0	10.0	19.6	4.0	0

For k=7, Inspecting cluster centroids to understand average statistics of each cluster

## Using inverse_transform to retrive actual values from standardized data
cluster_centroids = pd.DataFrame(standardizer.inverse_transform(kmeans_object_new.cluster_centers_),
                                 columns=data_cluster_new[num_attr].columns)   
cluster_centroids

	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period
0	27.041118	76.014760	78.196099	18.711808	38.887717	1984.435424	70.702688	164.285714	70.598840	70.598840	70.598840	73.013179	72.846600	72.846600	72.846600	73.013179	73.705851	73.705851	73.705851	73.862414	74.108065	74.108065	74.108065	73.862414	72.331576	72.404850	72.404850	72.404850	72.331576	71.192936	69.302056	69.302056	69.302056	71.192936	69.600949	61.081708	61.918819	75.676858	59.782815	73.534528	67.950448	62.064839	71.405377	75.741170	71.966790	71.295730	72.971534	74.035846	71.419610	73.131787	68.959937	77.423827	69.195572	67.965208	71.060622	66.945704	68.323669	71.184502	61.256721	73.107011	64.831840	67.140221	63.701107	10.528202	10.549815	10.621508	10.628361	10.539800	21.714391	4.785451
1	26.110561	70.284158	73.551155	185.250660	12.724752	1757.765677	70.210891	161.456766	68.689769	68.689769	68.689769	70.160396	70.038284	70.038284	70.038284	70.160396	69.511221	69.511221	69.511221	69.437294	64.288779	64.288779	64.288779	69.437294	56.017492	53.573597	53.573597	53.573597	56.017492	53.293069	48.170297	48.170297	48.170297	53.293069	61.355116	66.671287	56.604950	66.710561	61.103300	70.953795	62.335314	56.189109	57.852475	70.639934	75.156106	74.735314	75.099670	66.209241	71.736964	69.200000	65.512871	67.393729	63.226403	64.232013	54.063366	33.741914	68.211551	64.460066	62.726733	65.778878	35.723432	32.852475	29.782508	10.611221	10.755116	10.737954	10.559736	10.626073	64.801749	3.490429
2	23.257143	60.330357	68.176786	287.737560	2.437500	1369.504167	72.773810	171.159524	43.908333	43.908333	43.908333	42.581548	42.415476	42.415476	42.415476	42.581548	42.695833	42.695833	42.695833	44.561905	45.979167	45.979167	45.979167	44.561905	54.217857	55.268452	55.268452	55.268452	54.217857	56.248214	60.750595	60.750595	60.750595	56.248214	34.732738	25.338690	58.089881	48.422619	27.578571	37.941667	30.275000	29.495833	41.241667	45.430357	56.495238	57.191667	50.787500	54.252976	55.868452	40.973214	66.651190	60.143452	70.035119	26.802976	59.807738	57.535714	30.855357	34.762500	37.311310	49.869643	58.582143	61.838095	59.623214	10.335119	10.340476	10.287500	10.300595	10.319048	314.275655	3.222024
3	24.997208	65.092845	70.219197	314.225759	5.808028	1582.378360	71.958464	168.922513	52.439092	52.439092	52.439092	53.524258	52.856195	52.856195	52.856195	53.524258	53.880279	53.880279	53.880279	55.619197	56.774869	56.774869	56.774869	55.619197	62.056545	62.874695	62.874695	62.874695	62.056545	62.911344	65.132635	65.132635	65.132635	62.911344	48.919721	33.744852	60.321815	60.529494	33.752880	52.297033	40.367190	37.121117	55.267016	58.156021	62.394415	63.386387	59.494939	60.514485	60.624433	50.065969	67.774520	66.941012	70.625829	38.138918	65.319023	62.563700	41.998255	46.417801	42.284817	56.900873	62.400349	65.182897	63.201745	10.500873	10.572426	10.492147	10.553927	10.522164	284.941571	3.689005
4	26.017068	64.562751	69.796687	237.658434	6.916667	1045.555723	74.096888	180.694277	62.000000	62.000000	62.000000	64.000000	63.000000	63.000000	63.000000	64.000000	63.000000	63.000000	63.000000	64.000000	62.000000	62.000000	62.000000	64.000000	61.000000	61.000000	61.000000	61.000000	61.000000	61.000000	62.000000	62.000000	62.000000	61.000000	14.245984	12.001004	14.359940	27.273092	12.372992	13.826305	14.695281	14.436747	25.809739	19.947791	38.260542	38.667169	40.225402	58.877510	43.035643	22.533635	57.702309	30.434739	60.618976	12.625502	26.326807	17.027108	11.230924	37.092871	19.972390	45.133534	15.207329	14.112952	14.063755	65.291165	62.843876	61.439759	62.983434	66.056727	242.751757	3.995482
5	22.062863	60.148275	69.030748	352.787257	2.338572	1498.921080	70.579775	159.942945	59.011274	59.011274	59.011274	59.415101	59.449607	59.449607	59.449607	59.415101	58.533994	58.533994	58.533994	58.629313	53.314657	53.314657	53.314657	58.629313	47.426033	44.845576	44.845576	44.845576	47.426033	45.580458	41.726683	41.726683	41.726683	45.580458	46.411684	56.938845	50.872224	55.351213	48.686368	59.879740	47.391869	40.934404	45.688760	59.632730	69.561326	69.559617	66.964469	54.330031	67.889306	58.611889	60.911513	58.800478	58.220020	51.197472	43.993850	25.899556	56.623847	52.123334	55.209771	53.306799	31.030748	27.942603	26.871882	10.251110	10.327639	10.379911	10.336864	10.260676	338.422310	2.932696
6	26.178339	67.241565	70.903884	374.780181	6.638219	1769.235044	70.648143	162.562801	60.750780	60.750780	60.750780	63.131840	62.491069	62.491069	62.491069	63.131840	63.471506	63.471506	63.471506	64.435498	64.678197	64.678197	64.678197	64.435498	66.125886	66.068330	66.068330	66.068330	66.125886	65.740006	65.023816	65.023816	65.023816	65.740006	59.747661	47.922597	56.743124	66.693224	45.512050	62.940176	54.928268	49.870145	62.714772	65.684718	67.987808	67.949816	68.138078	64.024100	68.399490	61.569039	67.495605	72.550893	67.044230	54.331160	66.288064	62.869861	56.495889	59.400340	50.564502	62.447973	61.620357	64.348171	62.048200	10.668840	10.660335	10.653530	10.696059	10.673944	217.519989	3.742274

Running Kmeans for k=3

kmeans_object_new1 = KMeans(n_clusters=3, random_state=1250)
kmeans_object_new1.fit(data_std)
kmeans_clusters_new1 = kmeans_object_new1.predict(data_std)

kmeans_clusters_new1.shape

(17918,)

np.unique(kmeans_clusters_new1, return_counts=True)

(array([0, 1, 2]), array([8437, 7489, 1992], dtype=int64))

data_cluster_new1 = data[num_attr]

data_cluster_new1['cluster_num'] = kmeans_clusters_new1

data_cluster_new1.head()

	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	26	92	93	118.5	290.0	2143	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
3	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	2
4	27	91	92	102	355.0	2281	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0

data_cluster_new1['cluster_num'].value_counts()

0    8437
1    7489
2    1992
Name: cluster_num, dtype: int64

idx = 0   
data_cluster_new1.insert(loc=idx, column='Player_Name', value=data['Name'])

data_cluster_new1.head()

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	L. Messi	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
1	Cristiano Ronaldo	33	94	94	77	405.0	2228	74	183	94	94	94	92	93	93	93	92	91	91	91	91	84	84	84	91	68	64	64	64	68	64	56	56	56	64	84.0	94.0	89.0	81.0	87.0	88.0	81.0	76.0	77.0	94.0	89.0	91.0	87.0	96.0	70.0	95.0	95.0	88.0	79.0	93.0	63.0	29.0	95.0	82.0	85.0	95.0	28.0	31.0	23.0	7.0	11.0	15.0	14.0	11.0	127.1	4.0	0
2	Neymar Jr	26	92	93	118.5	290.0	2143	69	150	87	87	87	92	92	92	92	92	92	92	92	91	84	84	84	91	68	63	63	63	68	63	50	50	50	63	79.0	87.0	62.0	84.0	84.0	96.0	88.0	87.0	78.0	95.0	94.0	90.0	96.0	94.0	84.0	80.0	61.0	81.0	49.0	82.0	56.0	36.0	89.0	87.0	81.0	94.0	27.0	24.0	33.0	9.0	9.0	15.0	15.0	11.0	228.1	5.0	0
3	De Gea	27	91	93	72	260.0	1471	76	168	62	62	62	64	63	63	63	64	63	63	63	64	62	62	62	64	61	61	61	61	61	61	62	62	62	61	17.0	13.0	21.0	50.0	13.0	18.0	21.0	19.0	51.0	42.0	57.0	58.0	60.0	90.0	43.0	31.0	67.0	43.0	64.0	12.0	38.0	30.0	12.0	68.0	40.0	68.0	15.0	21.0	13.0	90.0	85.0	87.0	88.0	94.0	138.6	9.0	2
4	K. De Bruyne	27	91	92	102	355.0	2281	71	154	85	85	85	90	90	90	90	90	91	91	91	91	90	90	90	91	80	80	80	80	80	76	69	69	69	76	93.0	82.0	55.0	92.0	82.0	86.0	85.0	83.0	91.0	91.0	78.0	76.0	79.0	91.0	77.0	91.0	63.0	90.0	75.0	91.0	76.0	61.0	87.0	94.0	79.0	88.0	68.0	58.0	51.0	15.0	13.0	5.0	10.0	13.0	196.4	8.0	0

data_cluster_new1.sort_values(by='cluster_num').head(10)

	Player_Name	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period	cluster_num
0	L. Messi	31	94	94	110.5	565.0	2202	67	159	90	90	90	94	95	95	95	94	95	95	95	93	86	86	86	93	66	63	63	63	66	61	49	49	49	61	84.0	95.0	70.0	90.0	86.0	97.0	93.0	94.0	87.0	96.0	91.0	86.0	91.0	95.0	95.0	85.0	68.0	72.0	59.0	94.0	48.0	22.0	94.0	94.0	75.0	96.0	33.0	28.0	26.0	6.0	11.0	15.0	14.0	8.0	226.5	17.0	0
6865	Nosberto Vila	34	68	68	250	6.0	1839	69	165	61	61	61	63	62	62	62	63	63	63	63	64	65	65	65	64	69	69	69	69	69	69	70	70	70	69	71.0	44.0	72.0	69.0	58.0	65.0	54.0	41.0	65.0	73.0	59.0	61.0	81.0	57.0	62.0	66.0	63.0	72.0	71.0	67.0	69.0	75.0	48.0	52.0	76.0	57.0	70.0	60.0	68.0	9.0	11.0	13.0	9.0	8.0	475	3.0	0
6867	J. Fuentes	34	68	68	425	2.0	1750	67	165	62	62	62	65	66	66	66	65	68	68	68	66	68	68	68	66	60	62	62	62	60	58	55	55	55	58	56.0	50.0	48.0	71.0	44.0	59.0	57.0	62.0	68.0	64.0	66.0	61.0	71.0	60.0	82.0	71.0	75.0	75.0	59.0	66.0	56.0	62.0	71.0	78.0	41.0	65.0	47.0	46.0	37.0	10.0	11.0	7.0	8.0	11.0	574	2.0	0
6868	D. Gómez	29	68	68	875	2.0	1704	68	143	65	65	65	69	68	68	68	69	69	69	69	68	63	63	63	68	55	52	52	52	55	53	48	48	48	53	60.0	63.0	67.0	69.0	43.0	72.0	66.0	65.0	57.0	69.0	78.0	73.0	82.0	62.0	78.0	55.0	74.0	58.0	42.0	57.0	43.0	23.0	63.0	69.0	51.0	59.0	60.0	31.0	29.0	7.0	7.0	12.0	12.0	7.0	1.2	5.0	0
6870	A. Bobichon	22	68	74	1.2	7.0	1893	71	154	68	68	68	70	69	69	69	70	70	70	70	69	68	68	68	69	64	64	64	64	64	63	60	60	60	63	64.0	65.0	55.0	72.0	68.0	71.0	74.0	76.0	65.0	68.0	73.0	75.0	66.0	64.0	69.0	75.0	58.0	66.0	63.0	73.0	62.0	57.0	59.0	68.0	67.0	64.0	54.0	57.0	48.0	15.0	10.0	11.0	12.0	13.0	2.7	5.0	0
6871	L. Godoy	23	68	77	1.2	5.0	1712	71	154	56	56	56	62	60	60	60	62	61	61	61	65	64	64	64	65	69	68	68	68	69	68	68	68	68	68	64.0	34.0	61.0	63.0	36.0	68.0	40.0	35.0	62.0	62.0	72.0	71.0	69.0	67.0	73.0	32.0	61.0	79.0	77.0	45.0	80.0	68.0	59.0	54.0	41.0	61.0	55.0	71.0	67.0	13.0	8.0	9.0	8.0	8.0	2	4.0	0
6872	Im Seon Yeong	30	68	68	825	5.0	1872	73	172	66	66	66	67	67	67	67	67	68	68	68	68	69	69	69	68	67	68	68	68	67	67	66	66	66	67	63.0	63.0	52.0	70.0	58.0	66.0	57.0	62.0	68.0	65.0	60.0	72.0	69.0	66.0	60.0	66.0	74.0	73.0	73.0	66.0	64.0	66.0	64.0	69.0	52.0	55.0	64.0	62.0	63.0	16.0	12.0	9.0	15.0	13.0	1.1	4.0	0
6864	David García	24	68	73	1	4.0	1651	73	159	57	57	57	58	58	58	58	58	59	59	59	62	63	63	63	62	66	68	68	68	66	66	68	68	68	66	53.0	35.0	66.0	64.0	37.0	61.0	33.0	38.0	65.0	66.0	57.0	66.0	50.0	68.0	64.0	43.0	82.0	74.0	74.0	25.0	68.0	70.0	58.0	52.0	43.0	67.0	63.0	64.0	63.0	11.0	16.0	7.0	7.0	8.0	1.7	7.0	0
6873	L. Gooch	22	68	79	1.5	5.0	1789	68	152	64	64	64	68	67	67	67	68	67	67	67	68	64	64	64	68	61	60	60	60	61	59	58	58	58	59	60.0	59.0	51.0	67.0	53.0	72.0	55.0	58.0	65.0	70.0	80.0	79.0	59.0	59.0	77.0	64.0	54.0	65.0	68.0	57.0	78.0	31.0	57.0	65.0	63.0	64.0	60.0	54.0	50.0	13.0	13.0	11.0	14.0	8.0	3	7.0	0
6875	D. Buballa	28	68	68	700	7.0	1728	74	176	60	60	60	64	62	62	62	64	62	62	62	66	63	63	63	66	69	66	66	66	69	69	67	67	67	69	66.0	39.0	63.0	64.0	36.0	65.0	55.0	42.0	55.0	66.0	77.0	86.0	61.0	66.0	57.0	49.0	55.0	81.0	75.0	43.0	68.0	67.0	56.0	58.0	40.0	64.0	62.0	64.0	59.0	8.0	6.0	13.0	15.0	11.0	1.1	5.0	0

For k=3, Inspecting cluster centroids to understand average statistics of each cluster

## Using inverse_transform to retrive actual values from standardized data
cluster_centroids = pd.DataFrame(standardizer.inverse_transform(kmeans_object_new1.cluster_centers_),
                                 columns=data_cluster_new1[num_attr].columns)   
cluster_centroids

	Age	Overall	Potential	Value	Wage	Special	Height in inches	Weight	LS	ST	RS	LW	LF	CF	RF	RW	LAM	CAM	RAM	LM	LCM	CM	RCM	RM	LWB	LDM	CDM	RDM	RWB	LB	LCB	CB	RCB	RB	Crossing	Finishing	HeadingAccuracy	ShortPassing	Volleys	Dribbling	Curve	FKAccuracy	LongPassing	BallControl	Acceleration	SprintSpeed	Agility	Reactions	Balance	ShotPower	Jumping	Stamina	Strength	LongShots	Aggression	Interceptions	Positioning	Vision	Penalties	Composure	Marking	StandingTackle	SlidingTackle	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	ReleaseClause	Contract_Period
0	26.401541	70.573207	73.685122	221.488714	16.480024	1813.966686	70.565619	162.914997	65.893657	65.893657	65.893657	67.876586	67.556965	67.556965	67.556965	67.876586	67.950326	67.950326	67.950326	68.35412	66.678483	66.678483	66.678483	68.35412	63.898755	63.046710	63.046710	63.046710	63.898755	62.516420	60.020273	60.020273	60.020273	62.516420	62.436159	57.606402	58.268880	68.779964	54.352460	68.204505	60.437700	54.798933	62.931002	69.822170	71.393717	71.126023	71.593598	67.287848	70.025845	67.048488	67.226793	71.773681	66.430468	60.913100	63.052519	53.315353	63.228334	63.784114	57.417072	66.301363	53.080024	53.612567	50.794072	10.614582	10.681209	10.676467	10.638411	10.614226	108.311002	3.914049
1	23.403150	61.799092	69.084234	329.283460	3.245228	1501.990388	71.529168	165.491790	53.029102	53.029102	53.029102	53.398879	53.086237	53.086237	53.086237	53.398879	53.206114	53.206114	53.206114	54.33587	52.999867	52.999867	52.999867	54.33587	54.582833	54.085436	54.085436	54.085436	54.582833	54.628488	54.904552	54.904552	54.904552	54.628488	44.903618	40.970097	55.656655	55.738887	38.198905	52.063943	40.975571	37.027500	48.388466	55.790282	63.957950	64.436257	60.631558	56.446803	62.699640	51.239888	64.711787	62.273128	65.328528	40.786143	55.660125	47.119744	45.403951	46.160726	46.151649	53.641303	49.239754	49.935523	48.240822	10.368709	10.411828	10.403017	10.405286	10.388733	323.859832	3.257776
2	26.017068	64.562751	69.796687	237.658434	6.916667	1045.555723	74.096888	180.694277	62.000000	62.000000	62.000000	64.000000	63.000000	63.000000	63.000000	64.000000	63.000000	63.000000	63.000000	64.00000	62.000000	62.000000	62.000000	64.00000	61.000000	61.000000	61.000000	61.000000	61.000000	61.000000	62.000000	62.000000	62.000000	61.000000	14.245984	12.001004	14.359940	27.273092	12.372992	13.826305	14.695281	14.436747	25.809739	19.947791	38.260542	38.667169	40.225402	58.877510	43.035643	22.533635	57.702309	30.434739	60.618976	12.625502	26.326807	17.027108	11.230924	37.092871	19.972390	45.133534	15.207329	14.112952	14.063755	65.291165	62.843876	61.439759	62.983434	66.056727	242.751757	3.995482

As per the analysis, we found that k=5 is giving the best clustering results on this dataset

Silhouette Analysis

Higher the silhouette score better the clustering

The silhouette value is a measure of how similar an object is to its own cluster (cohesion) compared to other clusters (separation). The silhouette ranges from −1 to +1, where a high value indicates that the object is well matched to its own cluster and poorly matched to neighboring clusters. If most objects have a high value, then the clustering configuration is appropriate. If many points have a low or negative value, then the clustering configuration may have too many or too few clusters.

## Standard plotting code copied from sklearn documentation.
## Just change "X_matrix" to the data of your choice

from sklearn.metrics import silhouette_samples, silhouette_score
import matplotlib.cm as cm

### Just change this to your dataframe
X_matrix = data_std.values

range_n_clusters = [3, 5, 7]

for n_clusters in range_n_clusters:
    fig, (ax1) = plt.subplots()


    # Initialize the clusterer with n_clusters value and a random generator
    # seed of 10 for reproducibility.
    clusterer = KMeans(n_clusters=n_clusters, random_state=10)
    cluster_labels = clusterer.fit_predict(X_matrix)

    # The silhouette_score gives the average value for all the samples.
    # This gives a perspective into the density and separation of the formed
    # clusters
    silhouette_avg = silhouette_score(X_matrix, cluster_labels)

    # Compute the silhouette scores for each sample
    sample_silhouette_values = silhouette_samples(X_matrix, cluster_labels)

    y_lower = 0
    for i in range(n_clusters):
        # Aggregate the silhouette scores for samples belonging to
        # cluster i, and sort them
        ith_cluster_silhouette_values = \
            sample_silhouette_values[cluster_labels == i]

        ith_cluster_silhouette_values.sort()

        size_cluster_i = ith_cluster_silhouette_values.shape[0]
        y_upper = y_lower + size_cluster_i

        color = cm.nipy_spectral(float(i) / n_clusters)
        ax1.fill_betweenx(np.arange(y_lower, y_upper),
                          0, ith_cluster_silhouette_values,
                          facecolor=color, edgecolor=color, alpha=0.7)

        # Label the silhouette plots with their cluster numbers at the middle
        ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))

        # Compute the new y_lower for next plot
        y_lower = y_upper + 10  # 10 for the 0 samples

    ax1.set_title("The silhouette plot for the various clusters")
    ax1.set_xlabel("The silhouette coefficient values")
    ax1.set_ylabel("Cluster label")

    # The vertical line for average silhouette score of all the values
    ax1.axvline(x=silhouette_avg, color="red", linestyle="--")

    ax1.set_yticks([])  # Clear the yaxis labels / ticks
    ax1.set_xticks([-0.2, 0, 0.2, 0.4, 0.6, 0.8, 1])

    plt.suptitle(("For %d clusters, silhouette avg coeff = %f " % (n_clusters,silhouette_avg)),
                 fontsize=14, fontweight='bold')
    plt.show()

Note: Higher the silhouette score better the clustering. Since in this case, all 3 values doesn't have much difference, we can consider k=5 as the best number of clusters based on our previous analysis.

from sklearn.cluster import DBSCAN

Compute DBSCAN

db = DBSCAN(eps = 0.235, min_samples = 10, n_jobs=-1).fit(data_std)
labels = db.labels_
print(labels[200:300])

[-1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
 -1 -1 -1 -1]

# Number of clusters in labels, ignoring noise if present.
n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)
n_noise_ = list(labels).count(-1)

clusterNum = len(set(labels))
print(clusterNum)

1

print("Estimated number of clusters: %d" % n_clusters_)
print("Estimated number of noise points: %d" % n_noise_)

Estimated number of clusters: 0
Estimated number of noise points: 17918

The above result shows that DBScan algorithm didn't perform well on this dataset compared to other clustering algorithms. It has clustered together all the points in one cluster.

###################################################### END #####################################################################